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Highlighting the Importance of Big Data Management and Analysis for Various Applications.

By: Moshirpour, Mohammad.
Contributor(s): Far, Behrouz | Alhajj, Reda.
Material type: TextTextSeries: eBooks on Demand.Studies in Big Data: Publisher: Cham : Springer International Publishing, 2017Copyright date: ©2018Description: 1 online resource (168 pages).Content type: text Media type: computer Carrier type: online resourceISBN: 9783319602554.Subject(s): Big dataGenre/Form: Electronic books.Additional physical formats: Print version:: Highlighting the Importance of Big Data Management and Analysis for Various ApplicationsDDC classification: 650 LOC classification: HF4999.2-6182Online resources: Click here to view this ebook.
Contents:
Contents -- Big Data Analytics of Social Network Data: Who Cares Most About You on Facebook? -- 1 Introduction -- 2 Background and Related Works -- Frequent Pattern Mining -- Social Networking Analysis -- 3 Who Cares Most About You on Facebook? -- Extraction of Social Data -- Inclusion of Relevant Contents in the Discovery of Most Interactive Friends -- Discovery of Most Interactive Friends -- 4 Evaluation -- 5 Conclusions -- References -- Characterizing and Predicting Yelp Users' Behavior -- 1 Introduction -- 2 Background and Related Work -- 3 Yelp Dataset -- 4 Categorization and Characterization of User Groups -- 5 Impact of Business Type on Users' Characteristics -- 6 Predicting User Behavior -- 7 Discussion and Concluding Remarks -- Appendix -- References -- Composite Visualization Features in PEVNET: A Framework for Visualization of Criminal Networks -- 1 Introduction -- 2 Types of Composites -- Component Composite -- Virtual Composite -- Computed Composite -- Relation Composites -- Reference Composites -- Overlapping Composites -- 3 Composite Design Issues -- 4 Case Study -- 5 Composite Features in PEVNET -- Grouping the Selected Nodes -- Merging a Group into Another Group -- Un-Grouping Group -- 6 Conclusion -- References -- Effective Customer Relationship Management at ATB Financial: A Case Study on Industry-Academia Collaboration in Data Analytics -- 1 Introduction -- 2 The Collaboration Project -- 3 Modeling from Performing Interviews -- 4 Analytics Design Sheet -- 5 Goal-Oriented Analysis -- 6 Analogy-Based Effort Estimation -- Methodology -- 7 Prediction of Processing Time for New Opportunities -- Data Collection -- Results -- 8 Sales Prediction -- Process Steps Applied -- Experimental Set Up -- Results and Analysis -- 9 Conclusions -- Challenges Facing Data Access and Integration -- Need for Continuous Expert Feedback.
Outcomes and Future Directions -- References -- Effective Personnel Selection and Team Building Using Intelligent Data Analytics -- 1 Introduction -- 2 Background -- 3 Methodology -- Extraction of Common Associations Among Personality Traits of Ideal Team Members -- Construction of Classifier to Predict Potential Team Member -- 4 Experimental Results -- 5 Conclusion and Future Work -- References -- Extracting Relevant Information from Big Data to Anticipate Forced Migration -- 1 Introduction and Related Work -- 2 Data Set -- 3 Approaches -- Using BM25 to Find Relevant Documents to the Events -- Using Latent Dirichlet Allocation to Extract Topics from Relevant Documents -- Analyzing the Relevant Topics to Anticipate Forced Migration -- 4 Case Studies -- Topics in the Relevant Data Sets -- Location Information from Documents -- 5 Conclusions and Future Work -- References -- Implicit Social Networks for Social Recommendation of ScholarlyPapers -- 1 Introduction -- 2 Related Work -- 3 Proposed Implicit Social Networks -- Network 1: Readership Implicit Social Network -- Network 2: Co-readership Implicit Social Network -- Network 3: Tag-Based Implicit Social Network -- Propagation of Relations within Network -- 4 Dataset, Experiments and Results -- Dataset -- Similarity Measures for User Interests -- Experiments and Results -- Comparison of Interest Similarity among the Three Networks -- Impact of the Relation Distance on Users' Interest Similarity -- Comparison Between Implicit Social Networks and Explicit Social Networks -- 5 Conclusion and Future Work -- References -- The Effect of Corpora Size on Performance of Named EntityRecognition -- 1 Introduction -- 2 State of the Art -- Stanford Named Entity Recognizer (SNER) -- Illinois Named Entity Tagger (INET) -- LingPipe (LIPI) -- 3 Methodology -- Description of the Corpus -- Evaluation.
4 Experiments and Results -- Preparation -- Time Consumption -- Quality Comparision -- Performance -- 5 Conclusion and Future Work -- References -- Time Series Analysis for the Most Frequently Mentioned Biomarkers in Breast Cancer Articles -- 1 Introduction -- 2 Dataset -- 3 Research Question and Expected Outcome -- 4 Statistical Analytical Tools -- Autoregressive Integrated Moving Average Model (ARIMA) box2015time -- Dickey-Fuller Test -- Autocorrelation Function (ACF) and Partial Autocorrelation Function (PACF) box2015time -- Akaike Information Criterion akaike1998information -- Box-Jenkins Approach box2015time -- 5 Methodology and Results -- 6 Discussion and Future Work -- References -- Transportation Engineering on Social Question and Answer Websites: An Empirical Case Study -- 1 Introduction and Related Work -- 2 Study Procedure -- Research Questions -- Data Collection and Preparation -- Step 1: Data Collection for Frequency Analysis -- Step 2: Identifying Search Strings -- Step 3: Data Collection from Q&A Sites -- Data Preparation -- 3 Data Analysis -- 4 Evaluation -- Word Intrusion -- Topic Intrusion -- 5 Results and Findings -- RQ1: The Main Categories of Discussion Topics About TE Among Software Practitioners -- RQ2: Implications for Researchers and Practitioners -- 6 Threats to Validity -- 7 Discussion and Conclusion -- References -- Papers Used for Frequency Data Analysis (Table 1) -- Understanding Health Service Delivery Using Spatio-Temporal Patient Mobility Data -- 1 Introduction -- 2 Data and Methods -- Data Description and Preparation -- Mobility Parameters -- Graphic Demonstration of Mobility -- Clustering Mobility Patterns -- 3 Results and Discussion -- General Mobility Patterns -- Temporal Mobility Patterns -- Clustering Results -- 4 Conclusions and Future Research Directions -- References.
WaterVis: GeoVisual Analytics for Exploring Hydrological Data -- 1 Introduction -- 2 Related Work -- 3 WaterVis -- Design -- Data -- User Interface -- Visualizations -- Hydrological Data Exploration Scenario -- Architecture and Implementation -- 4 Discussion -- 5 Summary -- References -- Index.
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Item type Current location Call number URL Status Date due Barcode
Electronic Book UT Tyler Online
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HF4999.2-6182 (Browse shelf) http://ebookcentral.proquest.com/lib/uttyler/detail.action?docID=4982837 Available EBC4982837

Contents -- Big Data Analytics of Social Network Data: Who Cares Most About You on Facebook? -- 1 Introduction -- 2 Background and Related Works -- Frequent Pattern Mining -- Social Networking Analysis -- 3 Who Cares Most About You on Facebook? -- Extraction of Social Data -- Inclusion of Relevant Contents in the Discovery of Most Interactive Friends -- Discovery of Most Interactive Friends -- 4 Evaluation -- 5 Conclusions -- References -- Characterizing and Predicting Yelp Users' Behavior -- 1 Introduction -- 2 Background and Related Work -- 3 Yelp Dataset -- 4 Categorization and Characterization of User Groups -- 5 Impact of Business Type on Users' Characteristics -- 6 Predicting User Behavior -- 7 Discussion and Concluding Remarks -- Appendix -- References -- Composite Visualization Features in PEVNET: A Framework for Visualization of Criminal Networks -- 1 Introduction -- 2 Types of Composites -- Component Composite -- Virtual Composite -- Computed Composite -- Relation Composites -- Reference Composites -- Overlapping Composites -- 3 Composite Design Issues -- 4 Case Study -- 5 Composite Features in PEVNET -- Grouping the Selected Nodes -- Merging a Group into Another Group -- Un-Grouping Group -- 6 Conclusion -- References -- Effective Customer Relationship Management at ATB Financial: A Case Study on Industry-Academia Collaboration in Data Analytics -- 1 Introduction -- 2 The Collaboration Project -- 3 Modeling from Performing Interviews -- 4 Analytics Design Sheet -- 5 Goal-Oriented Analysis -- 6 Analogy-Based Effort Estimation -- Methodology -- 7 Prediction of Processing Time for New Opportunities -- Data Collection -- Results -- 8 Sales Prediction -- Process Steps Applied -- Experimental Set Up -- Results and Analysis -- 9 Conclusions -- Challenges Facing Data Access and Integration -- Need for Continuous Expert Feedback.

Outcomes and Future Directions -- References -- Effective Personnel Selection and Team Building Using Intelligent Data Analytics -- 1 Introduction -- 2 Background -- 3 Methodology -- Extraction of Common Associations Among Personality Traits of Ideal Team Members -- Construction of Classifier to Predict Potential Team Member -- 4 Experimental Results -- 5 Conclusion and Future Work -- References -- Extracting Relevant Information from Big Data to Anticipate Forced Migration -- 1 Introduction and Related Work -- 2 Data Set -- 3 Approaches -- Using BM25 to Find Relevant Documents to the Events -- Using Latent Dirichlet Allocation to Extract Topics from Relevant Documents -- Analyzing the Relevant Topics to Anticipate Forced Migration -- 4 Case Studies -- Topics in the Relevant Data Sets -- Location Information from Documents -- 5 Conclusions and Future Work -- References -- Implicit Social Networks for Social Recommendation of ScholarlyPapers -- 1 Introduction -- 2 Related Work -- 3 Proposed Implicit Social Networks -- Network 1: Readership Implicit Social Network -- Network 2: Co-readership Implicit Social Network -- Network 3: Tag-Based Implicit Social Network -- Propagation of Relations within Network -- 4 Dataset, Experiments and Results -- Dataset -- Similarity Measures for User Interests -- Experiments and Results -- Comparison of Interest Similarity among the Three Networks -- Impact of the Relation Distance on Users' Interest Similarity -- Comparison Between Implicit Social Networks and Explicit Social Networks -- 5 Conclusion and Future Work -- References -- The Effect of Corpora Size on Performance of Named EntityRecognition -- 1 Introduction -- 2 State of the Art -- Stanford Named Entity Recognizer (SNER) -- Illinois Named Entity Tagger (INET) -- LingPipe (LIPI) -- 3 Methodology -- Description of the Corpus -- Evaluation.

4 Experiments and Results -- Preparation -- Time Consumption -- Quality Comparision -- Performance -- 5 Conclusion and Future Work -- References -- Time Series Analysis for the Most Frequently Mentioned Biomarkers in Breast Cancer Articles -- 1 Introduction -- 2 Dataset -- 3 Research Question and Expected Outcome -- 4 Statistical Analytical Tools -- Autoregressive Integrated Moving Average Model (ARIMA) box2015time -- Dickey-Fuller Test -- Autocorrelation Function (ACF) and Partial Autocorrelation Function (PACF) box2015time -- Akaike Information Criterion akaike1998information -- Box-Jenkins Approach box2015time -- 5 Methodology and Results -- 6 Discussion and Future Work -- References -- Transportation Engineering on Social Question and Answer Websites: An Empirical Case Study -- 1 Introduction and Related Work -- 2 Study Procedure -- Research Questions -- Data Collection and Preparation -- Step 1: Data Collection for Frequency Analysis -- Step 2: Identifying Search Strings -- Step 3: Data Collection from Q&A Sites -- Data Preparation -- 3 Data Analysis -- 4 Evaluation -- Word Intrusion -- Topic Intrusion -- 5 Results and Findings -- RQ1: The Main Categories of Discussion Topics About TE Among Software Practitioners -- RQ2: Implications for Researchers and Practitioners -- 6 Threats to Validity -- 7 Discussion and Conclusion -- References -- Papers Used for Frequency Data Analysis (Table 1) -- Understanding Health Service Delivery Using Spatio-Temporal Patient Mobility Data -- 1 Introduction -- 2 Data and Methods -- Data Description and Preparation -- Mobility Parameters -- Graphic Demonstration of Mobility -- Clustering Mobility Patterns -- 3 Results and Discussion -- General Mobility Patterns -- Temporal Mobility Patterns -- Clustering Results -- 4 Conclusions and Future Research Directions -- References.

WaterVis: GeoVisual Analytics for Exploring Hydrological Data -- 1 Introduction -- 2 Related Work -- 3 WaterVis -- Design -- Data -- User Interface -- Visualizations -- Hydrological Data Exploration Scenario -- Architecture and Implementation -- 4 Discussion -- 5 Summary -- References -- Index.

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