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Free Information Technology essays. Data Warehouse (DW) is one of the solutions for Essay, decision-making process in a business organization. But it only stores data for managerial purpose and Essay on The and Treatment behind Depression it has no intelligent mechanism for decision making. This raises the issue of knowledge storage in organization for high capability decision support. The enterprise-wide information delivery systems provided in a DW can be leveraged and in Business extended to create a Knowledge Warehouse (KW). Framework of KW is introduced, which is enhanced form of data warehouse to provide a platform/ infrastructure to capture, refine and store consistent and example spm adequate knowledge along with data to Global in Business, improve decision making in an organization [18]. The primary goal of three types of economies a KW is to provide decision-maker with an intelligent analysis platform that enhances all phases of the knowledge management process.

KW architecture will not only facilitate the capturing and coding of knowledge but also enhance the retrieval and Global Communication in Business Essay sharing of knowledge across the organization [5]. Enterprises today rely on a set of on The Theories and Treatment automated tools for knowledge discovery to gain business insight and intelligence. Many branches of knowledge discovery tools were developed to help todays competitive business markets thrive in Communication Essay, the age of information. Of Economies? Main tools for getting information from these vast amounts are automated mining tools. Data Mining (DM) is Global Communication in Business Essay, defined as the automated process of analyzing large databases, usually data warehouses or internet, to discover new information, hidden patterns, behaviors, hidden traits, and to predict future trends and. forecast possible opportunities. For DM, it uses data stored in data warehouses for analysis. DM directly affects decision-making. [6], where Decision Support Systems (DSS) increasingly become more critical to the daily operation of organizations [19].

Successfully supporting managerial decision-making is critically dependent upon the availability of integrated, high quality information organized and presented in a timely and easily understood manner [12]. Corporate DM faces the Prison System challenge of systematic knowledge discovery in Global, large data streams to support managerial decision making, because the Gangs and Violence Prison Essay application of each DM algorithm requires the presence of data in a mathematically feasible format which achieved through Data Pre-Processing (DPP). Therefore the phase of DPP represents a complex prerequisite for DM in the process of Knowledge Discovery in Databases (KDD) aiming to Global Communication, maximize the about The Martyr of Modern Science predictive accuracy of Global Essay DM [20]. This chapter gives overview of the data mining and knowledge warehouse and has focused a variety of out of africa theory summary techniques, approaches and different areas of the research which are helpful in data mining and knowledge discovery applications. 2.2 Distinction among Data ,Information, and Knowledge.

There are three important technical terms in the information technology worlds which are data, information, and knowledge. So in in Business, this section, it is important to types, distinct between these terms by clarifying the meaning of them: In general, data is a value of an observable, measurable or calculable attributes. Data consists of the Global Communication Essay measurement and computerization of daily life. Data can be considered as atoms of essay on merits and demerits knowledge. Data refers to what we attempt to gather or measure such as size, age, and Global Communication Essay amount. Data provides very little explanation about the subject.

In the context of computer systems, we define a data item as the smallest unit of named data, consisting of any number of bits or bytes [10, 21]. It refers to Essay about The Martyr of Modern, the organized and stored data that can be used for answering a specific question. Information is the aggregation and subsequent reduction of data [21]. Communication In Business Essay? When data is processed (collected , stored , grouped , analyzed , and interpreted) it becomes information , in another means information is Depression, data extracted , filtered , or formatted in some way such as averages , trends , and percentages [10]. Data by Global Communication in Business Essay, itself has little purpose and meaning but information is data that has meaning and purpose. It really relates to and Violence in The Prison System Essay, the process of making our data have direct meaning to Global Essay, our business. For example, when we summarize customer sales amounts, and essay spm subtract the expenses for Global Essay, serving that customer, we attain profitability numbers. On The Theories? If we do this for in Business, each customer and compare them, we can see what customers are most profitable. In this way, we turn data into information [22].

It can refer to three, the information in use. Knowledge is generated when information is combined with context and Communication Essay experience. Knowledge can be thought of as the set of rules and relationships that enable values to be added and got skilled performance. Knowledge may consist of the work procedures and processes, precedents, details, and conceptual relationships between topics and on merits domains. Knowledge is represented in Communication in Business Essay, the form of rules.

Knowledge is higher level aggregation and interpretation of on The Theories and Treatment information [10,21]. Knowledge is more than an accumulation of facts. It is Essay, also the types of economies rules and procedures needed to make decisions [1]. Knowledge is a subset of information that has been extracted, filtered or formatted in a very special way. More specifically, the information we call knowledge is information that has been subjected to Global, and passed tests of Gangs validation or has been validated by common experiences [21]. Scientific knowledge is a type of knowledge and it is defined as the information validated by Communication in Business Essay, the rules and tests applied to hypotheses and theories by some scientific community.

It is a type of knowledge that depends on the validation rules and tests of the organization that improve organizational performance [10]. 2.3 Data Pre-Processing (DPP) Data Pre-Processing (DPP) is also known as (data preparation). It comprises those techniques concerned with analyzing raw data so as to yield quality data. Out Of Theory Summary? It mainly includes data collection and integration, data transformation, data cleaning, data reduction, and data discretization [23]. DPP is an important step in Communication in Business, the data mining process, because if there is much irrelevant and redundant information or noisy and unreliable data, then knowledge discovery during the analysis and training phase will be. more difficult [24]. DPP is considered as a data mining technique that involves transforming raw data into an understandable format. Theory Summary? Real-world data is often incomplete, inconsistent, and/or lacking in Global, certain behaviors or trends, and is likely to essay spm, contain many errors.

DPP is a proven method of Global Communication in Business resolving such issues. It prepares raw data for further processing like data mining. It is and Violence, used in database-driven applications such as customer relationship management and rule-based applications like neural networks [25]. DPP tasks are distinguished in data reduction, aiming at Communication, decreasing the size of the dataset by means of instance selection and/or feature selection, and data projection, altering the representation of the data, e.g. Example Essay Spm? mapping continuous variables to categories or encoding nominal attributes [20]. 2.3.1 Importance of Data Pre-processing (Preparation) for Knowledge Discovery. Over the years, there has been significant advancement in data-mining techniques. This advancement has not been matched with similar progress in data pre-processing (preparation).

Therefore, there is now a strong need for new techniques and automated tools to be designed that can significantly assist us in preparing quality data. Data pre-processing can be more time consuming than data mining, and can present equal, if not more, challenges than data mining [23]. High-performance mining systems require quality data, because quality data yields high-quality patterns. In order to investigate quality data, it is Global Communication, important to apply data pre-processing. Data pre-processing importance can be included in the following three tasks [23, 15]: 1- Data pre-processing (preparation) generates a dataset smaller than the original one, which can significantly improve the efficiency of data mining. This task includes: ? Selecting relevant data: attribute selection (filtering and wrapper methods), removing anomalies, or eliminating duplicate records. ? Reducing data: sampling or instance selection. 2- Data pre-processing (preparation) generates quality data, which leads to quality patterns (knowledge). For example, we can: ? Recover incomplete data: filling the values missed, or reducing ambiguity. ? Purify data: correcting errors, or removing outliers (unusual or exceptional values).

? Resolve data conflicts: using domain knowledge or expert decision to settle discrepancy. 3- Data pre-processing is used because real-world data may be incomplete, noisy, duplicated and inconsistent, which can disguise useful patterns. Behind? This is due to Global Communication, the following reasons [23, 13]: ? Incomplete data because of lacking attribute values, lacking certain attributes of interest, or containing only on The Theories and Treatment, aggregate data. ? Noisy data because of containing errors or outliers. ? Inconsistent data because of Communication containing discrepancies in codes or names. ? Duplicated data because of out of containing duplicated records (transactions) or attributes with similar names or contents. 2.3.2 Categorizing of Data Pre-Processing Techniques. The techniques that clean and prepare data for processing and mining to gain high quality and accurate knowledge can be categorized into the following [14, 8]: Data Cleaning: Data is Global, cleansed through processes such as filling in missing values, smoothing the noisy data, or resolving the inconsistencies in the data [15], which we will explain and apply in chapter three, as shown in figure (2-1). Data Integration: it includes the integrating of several databases and files into one unified file or database as we apply in chapter three.

Data with different representations is put together and conflicts within the data are resolved, as shown in figure (2-1). Data Transformation: Data is normalized, aggregated and Essay generalized. Data Reduction: This step aims to present a reduced representation of data in a data warehouse which we will study and Global Communication Essay apply in chapter three. In many cases, the amount of data is too huge, therefore it is necessary to reduce the utilized data without losing any of its predicting accuracy and describing ability [26], as shown in figure (2-1). Data Discretization: Involves the reduction of a number of values of a continuous attribute by dividing the range of attribute intervals. 2.4 Data Cleaning (DC) and Knowledge Warehouse (KW) Data cleaning (DC) tools have the important role in improving the data quality (DQ). There are various data cleaning tools, and these tools functionalities can be classified into the following Declarative data cleaning, and rules based approach for DC (RBDC). Here we explain the RBDC approach.

The RBDC approach uses Business Rules (BR) that are constraints on data contained in business policies into a formal form in example spm, order to allow computerization, while the BR is considered a specific part of all domain knowledge (DK). The main challenge in DK is knowledge discovery, which is usually manually made by Communication, human experts (interviews or. questionnaires) or collected from and Violence in The System books and Essay references. The first step in the RBDC approach is the collection of knowledge from Essay Science which the rules are derived, the collected and organized knowledge is translated to in Business, rules [27]. Knowledge like data are collected or issued (derived) from different sources which may be incomplete, inconsistent, and heterogeneous; therefore, there is a need in managing the quality of knowledge and rules to ensure high data cleaning (DC) quality [27]. The rule base system (RBS) which uses the RBDC approach can be an agent of change to essay spm, improve the data quality.

The objective of RBDC system is to improve the functional capability of a data quality management by embedding it with knowledge of problem area [27]. The RBDC systems have many advantages which are [27]: 1. Quality improvement. 2. Practical knowledge made applicable: Systems can assist experts in decision making even if they have that knowledge to hand; this improves the accuracy and timeliness of the decision made. 3. Infallible and complete.

4. Global Communication In Business? Consistency: Results produced by a knowledge system are consistent throughout its operational lifespan. 5. Updating knowledge. 2.5 Knowledge Management (KM) Knowledge Management (KM) is the gathering, retaining and disseminating of intellectual capital (i.e. data, information, and Essay Theories and Treatment behind Depression knowledge) to generate a competitive advantage in the market [22]. KM is a common function in Global Communication, organizations since it can create, store, retrieve, transfer and reuse knowledge.

Nowadays, knowledge becomes the key resource for Theories behind, its economic strength and it is the main factor for. organizations to gain competitive advantages. In addition, KM in organizations is achieved as a result of having sufficient factors such as learning organization, knowledge sharing intention, team activity, top management commitment, collaboration and Global quality of knowledge [4]. KM is the practice of adding actionable value to information by capturing tacit knowledge and converting it to explicit knowledge; by filtering, storing, retrieving and disseminating explicit knowledge; and by on merits and demerits, creating and testing new knowledge [19]. Knowledge Management can benefit a corporation in a number of ways, including [22]: Leverage lessons learned to lower expenses. Share information to generate new ideas and increase revenues or decrease expenses. Improve the corporations ability to adapt to change and opportunities in the market. Foster innovation through the sharing of past solutions and collective ideas. There are two types of knowledge: explicit knowledge and tacit (implicit) knowledge:

1. Explicit Knowledge: is the knowledge that can be expressed formally and can be easily communicated or spread throughout an organization. Explicit knowledge is categorized into strings of symbols (e.g., words, numbers, and formulas), physical objects (e.g., equipment, documents, and models), rules, routines, or standard operating procedures [5]. 2. Implicit (Tacit) Knowledge: is the knowledge that is uncategorized and difficult to spread. Tacit knowledge is learned through extended periods of experiencing and doing a task. Despite being uncategorized, implicit knowledge can be and is regularly taught and shared [5]. Implicit knowledge includes the Communication in Business Essay beliefs, perspectives, and mental models. It consists of subjective expertise, insights and intuitions that a person develops from and Violence Prison System Essay having been immersed in an activity or profession for an extended period of time [19]. Implicit knowledge and explicit knowledge are complementary entities. Through four interaction and Global in Business conversion processes between implicit and explicit knowledge, four modes of new organizational knowledge created.

These processes are (Socialization, Articulation (Externalization), Combination, and Internalization) as shown in figure (2-2) [5]. 1- Socialization (Tacit to Tacit Knowledge Sharing): It is the process of Essay The Martyr sharing a particular form of implicit knowledge with the other forms of implicit knowledge such as experiences, technical skills, and mental models. For example, the manufacturer cannot learn a craft alone but with the assistance of his master by observing, imitating and practicing this represent mode of sharing tacit knowledge in the business world [19]. 2- Articulation (tacit to explicit knowledge conversion): It is also called Externalization. It is the process of converting tacit knowledge to explicit knowledge. It includes specifying the purpose of the decision; for Communication, example the number and locations of warehouses must be known and understood to specify supply costs in a new marketing area. Of Internet? And also specifying articulating parameters, objective functions, relationships, etc Articulation may also include knowledge extraction in expert systems [19].

DSS can enhance converting the implicit to explicit knowledge through specifying the Global Communication in Business mathematical models. In the process of model building, the tacit knowledge is The Martyr Science, required to explicitly specify the objective of the Essay model, the decision variables, the relative importance of the decision variables and. knowledge also explicitly specifies the model constraints in terms of the decision variables [5]. This process is and Treatment, done through such exchange mechanisms as conversation and reflection knowledge [4]. 3- Combination (Explicit to New Knowledge Conversion): It is also called Integration. It is the Global Communication in Business process of combining several types of explicit knowledge into article essay, new patterns and new relations [5]. This mode of knowledge conversion involves the use of social processes to combine different bodies of explicit knowledge held by individuals, where individuals exchange and combine knowledge through an exchange mechanisms such as meetings and Communication telephone conversations [4]. 4- Internalization (Explicit to Tacit Knowledge Conversion): It is also called understanding, and it is the process of in The Prison Essay testing and validating the new relationships in the proper context, thereby converting them into new tacit knowledge [5].

This process bears some similarity to the traditional notion of learning and will be referred to here as internalization [4]. 2.6 Knowledge Base Management System (KBMS) The concept of Knowledge Base Management System (KBMS) is Global Communication, analogues of and Violence Prison System Data Base Management System (DBMS) and the concept of Knowledge Warehouse (KW) is analogues of Data Warehouse (DW). Global Communication In Business? The primary component of the out of theory summary KW architecture is a KBMS that integrates the knowledge base, model base, and analysis tasks. It is implemented in an object-oriented environment. It is not only to Global Communication in Business Essay, manage data, but also all of the objects, object models, process models, case models, object interaction models, and dynamic models used to process the knowledge and to and demerits of internet, interpret it to produce the Communication Essay knowledge base [5]. 2.7 Data Base Management System (DBMS) in Contrast with Knowledge Base Management System (KBMS): There are many different definitions of Data Base Management System (DBMS), where according to Patrick ONeill, it is defined as a program product for keeping computerized records about an enterprise., and according to Rumbaugh, Blaha, Premerlani, Eddy, and and demerits of internet Lorensen, it is defined as a computer program for managing a permanent, self-descriptive repository of data., Combining various aspects of these definitions, it is a computer program for managing data repository or Data Base (DB). Communication Essay? A specific DBMS programming application is produced by using a DBMS_template such as (oracle, DB2, etc.) to types of economies, create, maintain, and enhance it which will be a concrete product of using a particular template or tool for producing an actual database management application [10]. In moving to Knowledge Base Management System (KBMS), it is defined as a computer application for managing (creating, enhancing, and maintaining) the Communication in Business Essay Artificial Knowledge Base (AKB) which is Knowledge Base (KB) itself. Just like DBMS which is a computer application for.

managing a DB. KBMS is both the Artificial Knowledge Management System (AKMS) and knowledge warehousing system, and unlike DBMS there are no analogues tools to Gangs in The System Essay, DBMS templates available for developing AKMSs. Since KBMS is the Global Communication in Business AKMS, then the standard the AKMS Company is developing for AKMS is also considered the KBMS standard and any software tools developed on the basis of the standard will be KBMS tools as well as AKMS tools [10]. 2.8 The Knowledge Management Process Model. The process model associated with knowledge management consists of the following well-defined activities that are explained below in detail and are represented in figure (2-3) [28]: 1- Knowledge Acquisition.

During knowledge acquisition, the Knowledge Engineering captures knowledge from and Violence Prison domain experts through interviews, case histories, and other techniques. This knowledge can be represented as rules and heuristics for. expert systems. This activity helps to ensure the quality of the data and information used by Global Communication in Business, knowledge workers [28]. 2- Knowledge Refinement. This activity assists in the refinement of data and information into types, knowledge. During knowledge refinement the information contained in multiple repositories under multiple heterogeneous is classified and indexed, and metadata is created in terms of domain concepts, relationships and events. In addition, the domain context and domain usage constraints are specified. Global In Business? Data mining and data analysis techniques can be applied to on merits and demerits of internet, discover patterns in the data, to Global Essay, detect outliers [28].

3- Knowledge Storage and Retrieval. This activity allows the efficient storage and retrieval of metadata and knowledge. The refined data, metadata and out of knowledge are indexed and Communication stored for fast retrieval using multiple criteria, for example, by concept, by keyword, by author, by event type, and by location. Additional summary knowledge may be also added. Access controls and security policies should be put in place to protect the knowledge base and the intellectual property it contains [28]. 4- Knowledge Distribution.

Knowledge can be distributed in many ways, as for example, a corporate knowledge portal. Electronic messaging may also be used to distribute knowledge in the form of attachments of documents, presentations, etc. Another approach is to have active subscription services whereby agents inform users of on merits and demerits of internet relevant information in e-mail messages with hyperlinks to knowledge in the repository [28]. 5- Knowledge Presentation. The knowledge portal may handle knowledge presentation, and the interface may be tailored to the needs and preferences of each individual user. Global Communication Essay? The portal should support user collaboration so as to Gangs System, combine tacit knowledge with explicit knowledge for problem solving [28]. 2.9 Knowledge Component. Knowledge Component (KC) is a description of a mental structure or process that a learner uses, alone or in combination with other knowledge components to accomplish steps in Global in Business, a task or a problem.

A KC is a generalization of three everyday terms like concept, principle, fact, or skill, and cognitive science terms like schemas, production rule, misconception, or facet (appearance). Global Communication In Business? KC is either explicit or implicit, when we say a student has a knowledge component, it might mean the student can describe it in words (e.g., Vertical angles are congruent) or it might simply mean that the student behaves as described by the knowledge component, this is called explicit knowledge component, like a fact or principle. On the other hand when we say that the student has the knowledge component If angle A and B are vertical angles and angle A is X degrees, then angle B is X degrees means the student will behave in agreement with it although they might not be able to state the rule, this is called implicit knowledge component, like a skill. A KC relates features to a response where both the features and responses can be either external, in the world, like cues in a stimulus and a motor response or internal, in the mind, like inferred features and a new goal. KCs are correct or in correct, they are correct when all of the features are relevant to Gangs Prison Essay, making the Essay response and none of out of africa summary them are irrelevant. They are incorrect when they include irrelative features for example, in geometry, the knowledge component if angles look equal, then conclude they are equal is incorrect because it includes an irrelevant feature. angles look equal and is missing a relevant feature like the angles are at the base of an isosceles triangle [29]. 2.9.1 Types of knowledge Components [29] 1- Domain knowledge.

Facts, concepts, principles, rules, procedures, strategies. 2- Prerequisite knowledge. Feature encoding knowledge. 3- Integrative knowledge. Schemas or procedures that connect other KCs.

4- Meta cognitive knowledge. About knowledge, controlling use or acquisition of knowledge. 5- Beliefs interests. What one likes, believes. 2.9.2 Knowledge Object: Almost all subject matter content can be represented as entities (things), actions (procedures that can be performed by Communication Essay, a student on, to, or with entities or their parts, processes (events that occur often as a result of some action), and properties (qualitative or quantitative descriptors for entities, actions, or processes). The knowledge that required to learn about entities, actions, or processes can be represented by a collection of knowledge components which we call a knowledge object. A knowledge object is a framework consisting of containers for on The and Treatment, different kinds of specific information (the knowledge components). Each knowledge component is a container for a specific kind of information about the Global Communication in Business Essay subject matter being taught. This knowledge framework is the same for wide variety of different topics within a subject matter or for knowledge in different subject matter.

domains. Knowledge objects include knowledge components that are: (a) name, describes, or illustrate some entity; (b) name, describe, or illustrate the parts of an entity; (c) identify properties of an entity, part, action, or process; (d) identify actions associated with the entity; (e) identify processes that modify the entity; and (f) identify kinds of entities, actions, or processes. Table (2-1) identifies each of these knowledge components [30]. Process trigger Process: Condition (value of property) Consequence (property value changed)

Process trigger Kind: Definition (list of property value) 2.10 Knowledge Quality. There are many definitions of quality, such as fitness for use, fitness for purpose as defined by ISO (2000), and conformance to requirements as defined by example spm, Crosby (1979). The international definition of a Knowledge quality is the quality of design and quality of the process; it is perception of the value of the suppliers work output as defined by Deming (1940). Knowledge quality is the important factor for Communication, knowledge management process because knowledge quality can be useful such as solving problem, decision support in work and innovation knowledge. Knowledge management performance can measure by knowledge quality [4].

There are eight critical dimensions or categories of on The Theories behind Depression quality that can serve as a framework for Global, strategic analysis which are proposed by Garvin (1987) [4]: 1- Performance: refers to a products primary operating characteristics. 2- Features: are usually the secondary aspects of performance, those characteristics that supplement their basic functioning. 3- Reliability: this dimension reflects the out of africa theory summary probability of a product failing within a specified time period. 4- Conformance: is the Communication degree to which a products design and operating characteristics meet established standards. 5- Durability: a measure of product life, durability has both economic and technical dimensions. 6- Serviceability: is the speed, courtesy, competence, and of economies ease of repair. Consumers are concerned not only about a product breaking down but also about the time before service is restored, the timeliness with which service appointments are kept, the nature of dealings with service personnel, and the frequency with which service calls or repairs fail to correct outstanding problems. 7- Aesthetics: is a subjective dimension of Global Communication Essay quality.

It demonstrates how a product looks, feels, sounds, tastes, or smells. Of Economies? It is a matter of personal judgment and a reflection of individual preference. On this dimension of quality it may be difficult to please everyone. 8- Perceived (recognized) quality: consumers do not always have complete information about a products or services attributes; indirect measures may be their only basis for comparing brands. A products durability for Communication, example can seldom be observed directly; it must be concluded from various touchable and types untouchable aspects of the product. 2.11 Knowledge Warehouse. Knowledge Warehouse (KW) can be thought of as an information repository. Global? It consists of example essay knowledge components (KCs) that are defined as the smallest level in which knowledge can be decomposed.

KCs are cataloged and Communication in Business Essay stored in the knowledge warehouse for reuse by reporting, documentation, execution the knowledge or query and reassembling which are accomplished and organized by Gangs in The System, instructional designers or technical writers. The idea of KW is similar to that of Data Warehouse (DW). Like DW, the KW also provides answers for ad-hoc queries, and the knowledge in the knowledge warehouse can reside in several physical places, and it may be viewed as subject oriented, integrated, time-variant, and supportive of managements decision making processes. But unlike DW, it is a combination of volatile and nonvolatile objects and Communication in Business components, and, of course, it stores not only Essay about The Martyr of Modern Science, data, but also information and knowledge [10, 21]. A KW is the component of an enterprises knowledge management system. It is the technology to organize and store knowledge. It also has logical structures like computer programs and databases to store knowledge that are analogous to the system of in Business Essay tables that implement data storage in the DW [1]. Gangs In The Prison? The primary goal of in Business Essay KW is to provide the Science knowledge worker with an intelligent analysis platform that enhances all phases of the knowledge management process [5, 19].

The KW can also evolve over Global Communication in Business, time by enhancing the knowledge it contains [5]. Essay About The Martyr Of Modern? It provides the infrastructure needed to capture, cleanse, store, organize, leverage, and Communication disseminate not only data and information but also knowledge [18]. 2.12 Knowledge Discovery Process. Knowledge discovery in databases (KDD) is a rapidly growing field, whose development is example essay spm, driven by strong research interests as well as urgent practical, social, and economical needs. The term KDD is used to Global Communication Essay, denote the overall process of turning low-level data into high-level knowledge. About The Martyr Of Modern Science? A simple definition of KDD is as follows: Knowledge discovery in databases is the nontrivial process of identifying valid, novel, potentially useful, and Global Communication in Business Essay ultimately understandable patterns in data [31]. Knowledge Discovery has also been defined as the non-trivial extraction of Essay implicit, previously unknown and potentially useful information from data. It is Communication in Business, a process of which data mining plays an important role to extract knowledge from huge database or data warehouse [32].

Data mining is the core part of the Essay The Martyr Science KDD process as shown in the figure (2-4). Figure (2-4): The typical knowledge discovery process [32] The KDD process may consist of the Global Communication in Business following steps: 1) data integration, 2) data selection and data pre-processing as it has been explained in (section 2.3); 3) data mining as it will be explained in (section 2.13); 4) interpretation assimilation. Data comes in, possibly from many sources. It.

is integrated and placed in some common data stores. Part of the on merits of internet data in Communication in Business Essay, the data stores is then selected and pre-processed into a standard format. Essay? This prepared data is then passed to a data mining algorithm which produces an output in Communication in Business Essay, the form of rules or some other kind of patterns. These are then interpreted to article, give new and potentially useful knowledge. Although the data mining algorithms are central to knowledge discovery, they are not the whole story. The pre-processing of the data and the interpretation of the results are both of Communication Essay great importance [32]. 2.13 Data Mining Technique. Data mining (DM) is one of the important techniques that are used to Gangs Prison Essay, discover required knowledge for in Business Essay, intended enterprise. Data mining derives its name from the types similarities between searching for valuable information in a large database and mining rocks for a vein of valuable ore.

Since mining for Communication in Business Essay, gold in on The Theories and Treatment, rocks is usually called gold mining and not rock mining, thus by analogy, data mining should have been called knowledge mining instead [33]. Data mining is the knowledge discovery process by analyzing the large volumes of Communication in Business data from various perspectives and summarizing it into useful information [17]. Data mining is the process of discovering interesting knowledge, such as patterns, associations, changes, anomalies, models, and significant structures from large amount of data stored in Theories, databases, data warehouse, or other information repositories [31, 34]. The goal of data mining is to in Business, allow a corporation to of economies, improve its marketing, sales, and customer support operations through a better understanding of its customers. Data mining, transforms data into actionable results [7].Other similar terms referring to data mining are: data dredging, knowledge extraction and Global Essay pattern discovery [33].

In order to types, apply data. mining technique, there are several processes must be performed which are shown in figure (2-5) [12]. 2.13.1 Data Mining Tasks [34] Search our thousands of essays: If this essay isn't quite what you're looking for, why not order your own custom Information Technology essay, dissertation or piece of coursework that answers your exact question? There are UK writers just like me on hand, waiting to in Business, help you.

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Essay UK, Data Warehouse for decision making . Available from: http://www.essay.uk.com/essays/information-technology/data-warehouse-decision-making/ [03-10-17]. If you are the original author of Global Communication Essay this content and no longer wish to have it published on our website then please click on the link below to request removal: 10-05-17 - Image processing 09-05-17 - Integration of Cloud and three types Internet of Things 03-05-17 - Mobile ad-hoc network 02-05-17 - Technology used in hospitality industry 01-05-17 - The Personal Software ProcessSM (PSPSM) 21-04-17 - Software quality 20-04-17 - Data Warehouse for Global Essay, decision making 19-04-17 - Enhancing food security via a web based system 17-04-17 - Frame relay technology 15-04-17 - Competition and Innovation: A Comparative Study of Telecommunications and Insurance (WIP) We offer professional custom essay writing, dissertation writing and coursework writing service. Our work is high quality, plagiarism-free and delivered on time. Essay UK is summary, a trading name of Student Academic Services Limited , a company registered in England and Wales under Company Number 08866484 .

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Essay Writing Advice (for ECPE and C2 EFL exams) Here we tell you how to write an Communication in Business Essay, essay that will get good marks in three of economies an English language (EFL/ESL) exam such as the Michigan ECPE. The advice would be the Global in Business Essay, same for the essays that candidates have to write in other EFL/ESL exams such as the IELTS, TOEFL and Cambridge CPE exams. First, let's have a look at some actual ECPE exam writing tasks so that we can see the different types of essay that we might have to write. Topic 1: In most families there is one family member who doesn't follow society's rules and often embarrasses the rest of the family by Essay The Martyr, doing or saying something unusual or funny. Describe one of your relatives who is like this. Include several examples of this person's behaviour. Topic 2: Pesticides are chemicals used to kill insects that damage food crops. Some people say farmers should not use pesticides because the pesticides harm the in Business Essay, environment and essay people who eat the Global Communication in Business Essay, food. Others say that if we stop using pesticides, insects will destroy large quantities of three our crops. Do you think farmers should stop using pesticides?

Explain the reasons for your opinion. Topic 1: There is a saying, Curiosity killed the cat, meaning that when a person is overly curious (eager to learn, know, or investigate something or someone) it can lead to trouble. Communication Essay? Describe a situation when curiosity got you or someone you know into trouble. Topic 2: The production, distribution and use of three types of economies illegal drugs is an in Business Essay, international problem that affects almost every country. What actions should be taken to reduce the Gangs Prison System, production, distribution or use of illegal drugs around the Global Communication in Business, world? Discuss. Topic 1: Everyone has different opinions about what makes someone a good parent. On Merits And Demerits Of Internet? What three qualities do you think are the most necessary to be a good parent? Why are these qualities important? Discuss, giving examples. Topic 2: Unemployment is a problem facing many countries today.

Should the government and/or businesses take an active role in reducing unemployment? Discuss, providing reasons. Topic 1: Some psychologists believe that there is more to intelligence than what traditional intelligence tests measure (mathematical verbal ability). They say there are many kinds of intelligence and many ways to in Business Essay be smart. Besides mathematical and linguistic intelligence, in Essay on The what other ways do you think people are smart? Be specific in your discussion and provide concrete examples. Topic 2: Most people agree that it is important for co-workers to have good relationships.

However, a recent survey suggested that friendships at work can also cause problems. In what ways can friendships at work be harmful. Discuss, giving specific examples. 2004 (Only one topic provided in the sample from ELI-UM) The United States government recently passed a law that would punish schools whose students do poorly on national exams. Some people think that schools should not take all the blame. In your opinion, what factors influence students' performance? Discuss, giving specific examples to Global in Business Essay support your point of Essay about view. 2010 Topic 1. Some people believe that body language shows more about peopleas true feelings than spoken language.

Body language includes peopleas facial expressions, hand gestures, and Essay posture. Do you believe we can tell more from Essay Theories Depression, body language than from Global Communication in Business Essay, what people say? Be specific and give concrete examples in your response. Topic 2. Every generation of people is different from the Science, previous one. What is one important way in which your generation is different from your parentsa generation? How will this difference affect your country or culture? Give specific details and Global Communication in Business reasons to Gangs and Violence in The Prison System support your viewpoint. Looking at these examples, there are two obvious types of essay question: descriptive and Global in Business discursive (i.e. presenting arguments and out of africa theory opinions).

Some students who have experience of creative writing in their own language may find it easy to Communication in Business Essay write the descriptive essay, but in our experience the majority of students feel more comfortable with the discursive essay, partly because it is usually possible to use a formula and a number of set phrases. Note that there is not always a descriptive essay option, but (as far as we know) there will always be at least one discursive essay task. On the rest of three of economies this page we will concentrate on the discursive essay. Plannning can seem like a waste of time, but it isn't, especially when time is short and there is no possibility of Global redrafting the essay. So after you have made sure that you have understood the topic correctly, give yourself a couple of minutes to note down some ideas you could mention in your essay. If you can quickly think of five or six, pause to decide which two or three you want to Gangs develop in your essay. Choose ideas that you know you have the vocabulary to discuss. If it is appropriate or necessary to mention examples, choose ideas that you know you have examples for. You will get marks for how well-organised your essay is, which means you are likely to lose marks if you just start writing about the first idea that comes into your head.

Every discursive essay needs an introduction and Global Communication in Business Essay a main body. Normally a final paragraph that rounds off the essay is needed, but examiners know that time could easily run out Essay on The behind before you manage to round off your essay. Not having a concluding paragraph will probably not matter much; not having a good introduction will matter a great deal. Begin by redescribing the Communication in Business Essay, phenomenon, the trend or the debate that is the focus of the on The Theories and Treatment Depression, essay question. In a short ECPE essay this might only need one or two sentences. In the past, it seemed obvious to Global Communication in Business many that the only reliable test of intelligence was one which assessed a person's ability to Gangs reason, especially the ability to see patterns in words, numbers and in Business symbols. On The? In recent years, however, there has been a growing suspicion that those IQ tests assume a conception of intelligence that is too narrow. End your introduction either by:

1 briefly stating the point of Global Communication Essay view you are going to defend. As I see it, musical and sporting abilities are two of the skill areas that deserve to types of economies be regarded as forms of intelligence. 2 stating what you are going to do in the rest of the essay. In this essay I will look at two skill areas that deserve to be regarded as forms of intelligence. 3 stating the two different points of view that you are going to consider. Although the vast majority of farmers look upon pesticides as invaluable, some consumers and pressure groups have spoken out against them. 4 stating the Essay, question you are going to answer. This raises the question of whether the benefits of pesticides outweigh their drawbacks.

If the essay question specifically asks about your opinion, it might be better to briefly state this at the end of the introduction, without giving any details or arguments (but it is not absolutely necessary, especially if you don't have a firm opinion). If you want to look at types of economies, different points of view before you weigh them up and give your final assessment, it might be better to use techniques three and four above. This needs two paragraphs, each of which should develop one point. Depending on the essay task, you might need to describe examples (as in the question about intelligence), discuss different points of Global view, describe causes, make suggestions, and give reasons for your point of view. And Treatment Behind? Below are examples of Communication in Business Essay paragraphs that do each of essay these things. The exceptional bodily control seen in some athletes and dancers could definitely be viewed as a form of intelligence. The ability of a ballerina, for instance, to maintain perfect balance and turn her movements into a work of art can only be developed with years of strenuous training.

In a sense, ballet has its own language, and it seems reasonable to compare the skill of using this language with the skill of using the verbal language that has been traditionally tested when measuring a person's IQ. Admittedly, performing in a ballet does not involve as much thought as solving problems in an IQ test, but that does not seem to Global Communication Essay me to be a good reason to exclude this as a form of out of intelligence. Discussing different points of Global in Business view. There are those who argue that the government should not interfere much in the economy, even if there are concerns about the level of unemployment. It is said that the rate of three types of economies unemployment will fall naturally if there is economic growth, and the best way to guarantee economic growth is to allow the Essay, market to develop without government interference. Those with this point of view accept that the government has a responsibility, but they insist that it should not go beyond providing a minimal unemployment benefit to those who are temporarily out of work. Describing causes and making suggestions. One of the reasons why some children fail at essay of internet, school is poverty. Students will only Global Communication in Business, make good progress if they do their homework well, but a child from a large and Gangs Essay poverty-stricken family who does not have a quiet room at home in which to study will not be able to do her homework well.

Furthermore, in in Business Essay poor families the parents sometimes have a very low level of education and may even have a negative opinion about the three types, importance of Communication education. In these cases, they will not be able to give the help and encouragement that the child needs. Giving reasons for your point of view. One very powerful argument against pesticides is that they are harmful to humans. Chemicals can only be used as pesticides if they are toxic either to essay on merits plants or animals. Essay? These are poisons, and it is hardly surprising that chemicals that are poisonous to some forms of out of africa theory plant life, for instance, also have detrimental effects on human health. Eating rice that has been sprayed during storage and transport to prevent it being eaten by insects may not make us ill immediately, but by continually eating sprayed fruit and vegetables it is almost certain that we increase our risks of suffering from Global in Business Essay, cancer.

Use this paragraph to re-emphasize the main point or points you want to make, or to of internet weigh up the opinions presented earlier in the essay. Then add a comment about, for instance, why this is so important, or about how difficult or easy it will be to change things, or about the likely consequences if we do nothing. In conclusion, for the sake of both the environment and human health drastic reductions in our use of pesticides must be made. Global In Business Essay? Admittedly this will not be easy, since they have become such an important part of modern agriculture. In The System Essay? However, if there is enough investment in research into alternatives I am optimistic that we will be able to phase out the use of these harmful toxins.

Try to avoid simply repeating what you have already said. Communication Essay? This can be particularly difficult, especially when the Essay, essay task merely involves describing different aspects of something (like the forms of intelligence). To sum up, it is clear that the ability to do the in Business Essay, old-fashioned IQ tests is not the only form of intelligence. Not only are music and movement areas where we can see how smart people are, but there are also many others. It is about Science wonderful that we are now appreciating this variety instead of giving a privileged place to one narrow set of abilities.

When writing academic essays the Global Communication Essay, usual advice is to avoid expressions that are considered informal. For instance, expressions with get are considered quite informal, so instead of Gangs and Violence Essay saying kids will get bad marks, it would be better to Communication Essay say, children will receive a poor grade. One good reason for following this advice is that most of the language you have been learning on your proficiency course is formal, and so by choosing a formal register (as we call it) you give yourself more opportunities to Essay about The Martyr show what you have learnt on Global in Business the course. However, you may be surprised to see that the sample essay from Michigan which was given an of economies, honors grade begins with a very informal conversational style. OK, so your son got a low score in Communication Essay his IQ tests. Don't be discouraged since this does not mean he is not intelligent. It simply means they may not have tested his main intelligence. More and theory more reassuring news is coming from Communication, new research. These new studies indicate that there is on merits and demerits more to intelligence than the Global Communication in Business, traditional mathematical and linguistic intelligence. In his notes, the examiner calls this a strong beginning, but not everybody would agree. (By the way, the rest of that essay didn't use a conversational style.) Our advice is to Gangs and Violence in The use more formal and sophisticated language wherever you can because this will give better proof that you have become a proficient user of the kind of academic English that makes up most of the ECPE exam. Do make sure you have understood the task correctly.

Do ask if you are not sure about the task. Do spend a couple of minutes thinking of ideas, choosing the Global Communication Essay, best ones and the order you will discuss them in. Do try to have a good introduction. This creates the first impression on the examiner, and first impressions are very important. Do show that you appreciate how complex the topic is (vital if you want to get a rating of theory A or B) Do make sure that each paragraph in the main body of your essay has a clear topic. Communication? Do develop your ideas by giving arguments for the opinions you mention, and/or giving examples, or drawing a contrast, or by acknowledging the opposite point of view (if you have not planned to do that in the following paragraph). Do imagine that you are writing for someone who is not quite as well-informed as you are, so that you really have to make your points clear.

Do try to use a good range of vocabulary. Do not just use the simplest expressions that come to mind first, and avoid repeating the of economies, same words if you can. Global Communication? Do find ways to avoid the sort of repetition seen here: A major health hazard nowadays is africa summary pesticides. Pesticides are widely used in modern agriculture. Do use expressions such as On the one hand, Secondly, By contrast, Furthermore, Last but not least, All in all, etc, where appropriate, to make the Communication, connection between your sentences perfectly clear. See our list of Essay The Martyr useful phrases for essays. Do vary the length of your sentences. If all your sentences are either very short or very long, the essay will be boring to read. Do use some of the lovely proficiency structures you have learnt throughout the course. Communication? See our essay grammar structures to get a few ideas.

Do not use phrases like, As I said above, which just prove that either you didn't plan the essay or the plan was a bad one. Types? Do not use extremely general sentences that say nothing about your particular topic (sentences such as There are two sides to every coin. Everything has its drawbacks. Nothing is perfect. etc). Send queries, comments and gentle reminders about Global Communication spelling mistakes to: About Fullspate: - Fullspate is actually one man with a PhD and a laptop who grew tired of the bland contents of EFL coursebooks, decided to write slightly more engaging stuff for his English students, and on merits of internet then thought it might be nice to share them online.

The sites of some of our friends: Show your generosity by in Business, giving us the thumbs up on essay of internet our Facebook page and Global Communication do leave a message. It's the feedback that makes it all seem worthwhile. Or make a donation to essay and demerits help keep the in Business, show on the road.