000 07865nam a22005533i 4500
001 EBC4982837
006 m o d |
007 cr cnu||||||||
008 171119s2017 xx o ||||0 eng d
020 _a9783319602554
020 _z9783319602547
035 _a(MiAaPQ)EBC4982837
035 _a(Au-PeEL)EBL4982837
035 _a(CaPaEBR)ebr11428258
035 _a(OCoLC)1002115468
040 _aMiAaPQ
_beng
_erda
_epn
_cMiAaPQ
_dMiAaPQ
050 4 _aHF4999.2-6182
082 0 _a650
090 _aHF4999.2-6182
100 1 _aMoshirpour, Mohammad.
245 1 0 _aHighlighting the Importance of Big Data Management and Analysis for Various Applications.
264 1 _aCham :
_bSpringer International Publishing,
_c2017.
264 4 _c©2018.
300 _a1 online resource (168 pages)
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
490 0 _aeBooks on Demand
490 1 _aStudies in Big Data ;
_vv.27
505 0 _aContents -- 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.
505 8 _aOutcomes 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.
505 8 _a4 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.
505 8 _aWaterVis: 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.
588 _aDescription based on publisher supplied metadata and other sources.
650 0 _aBig data.
655 4 _aElectronic books.
700 1 _aFar, Behrouz.
700 1 _aAlhajj, Reda.
776 0 8 _iPrint version:
_aMoshirpour, Mohammad
_tHighlighting the Importance of Big Data Management and Analysis for Various Applications
_dCham : Springer International Publishing,c2017
_z9783319602547
797 2 _aProQuest (Firm)
830 0 _aStudies in Big Data
856 4 0 _uhttp://ebookcentral.proquest.com/lib/uttyler/detail.action?docID=4982837
_yClick here to view this ebook.
901 _aEBC
901 _aEBL
942 _cEBOOK
_2lcc
999 _c1013642
_d1018067