Data analytics: concepts, techniques, and applications
Saved in:
| Other Authors: | , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Boca Raton ; London ; New York
CRC Press
2020
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| Edition: | First issued in paperback |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | xxiii, 425 Seiten Illustrationen, Diagramme |
| ISBN: | 9780367570989 9781138500815 |
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| adam_text | Contents Acknowledgments................................................................................................... ix Preface..................................................................................................................... xi List of Contributors...............................................................................................xv SECTION I 1 DATA ANALYTICS CONCEPTS An Introduction to Machine Learning....................................................... 3 MARKA. NORRIE 2 Regression for Data Analytics................................................................... 33 M. SAIFUL BARI 3 Big Data-Appropriate Clustering via Stochastic Approximation and Gaussian Mixture Models.................................................................. 55 HIEN D. NGUYEN AND ANDREW THOMAS JONES 4 Information Retrieval Methods for Big Data Analytics on Text.......... 73 ABHAY KUMAR BHADANI AND ANKUR NARANG 5 Big Graph Analytics....................................................................................97 AHSANUR RAHMAN AND TAMANNA MOTAHAR SECTION II 6 DATA ANALYTICS TECHNIQUES Transition from Relational Database to Big Data and Analytics.......131 SANTOSHI KUMARI AND C. NARENDRA BABU 7 Big Graph Analytics: Techniques, Tools, Challenges, and Applications........................................................................................171 DHANANJAY KUMAR SINGH, PIJUSH KANTI DUTTA PRAMANIK, AND PRASENJIT CHOUDHURY 8 Application of Game Theory for Big Data Analytics...........................199 MOHAMMAD MUHTADY MUHAISIN AND TASEEF RAHMAN
VII
viii 9 ■ Contents Project Management for Effective Data Analytics.................................. 219 MUNIR AHMAD SAEED AND MOHIUDDIN AHMED 10 Blockchain in the Era of Industry 4.0........................................................235 MD. MEHEDI HASSAN ONIK AND MOHIUDDIN AHMED 11 Dark Data for Analytics..................................................................................275 ABID HASAN SECTION III 12 DATA ANALYTICS APPLICATIONS Big Data: Prospects and Applications in the Technical and Vocational Education and Training Sector................................................297 MUTWALIBI NAMBOBI, MD. SHAHADAT HOSSAIN KHAN, AND ADAM A. ALLI 13 Sports Analytics: Visualizing Basketball Records in Graphical Form................................................................................................. 317 MUYE JIANG, GERRY CHAN, AND ROBERT BIDDLE 14 Analysis of Traffic Offenses in Transportation: Application of Big Data Analysis......................................................................................... 343 CHARITHA SUBHASHIJAYASEKARA, MALKA N. HALGAMUGE, ASMA NOOR, AND ÄTHER SAEED 15 Intrusion Detection for Big Data........................ 375 BIOZID BOSTAMI AND MOHIUDDIN AHMED 16 Health Care Security Analytics.................................................................... 403 MOHIUDDIN AHMED AND ABU SALEH SHAH MOHAMMAD BARKAT ULLAH Index.................................................................................................................................
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| adam_txt |
Contents Acknowledgments. ix Preface. xi List of Contributors.xv SECTION I 1 DATA ANALYTICS CONCEPTS An Introduction to Machine Learning. 3 MARKA. NORRIE 2 Regression for Data Analytics. 33 M. SAIFUL BARI 3 Big Data-Appropriate Clustering via Stochastic Approximation and Gaussian Mixture Models. 55 HIEN D. NGUYEN AND ANDREW THOMAS JONES 4 Information Retrieval Methods for Big Data Analytics on Text. 73 ABHAY KUMAR BHADANI AND ANKUR NARANG 5 Big Graph Analytics.97 AHSANUR RAHMAN AND TAMANNA MOTAHAR SECTION II 6 DATA ANALYTICS TECHNIQUES Transition from Relational Database to Big Data and Analytics.131 SANTOSHI KUMARI AND C. NARENDRA BABU 7 Big Graph Analytics: Techniques, Tools, Challenges, and Applications.171 DHANANJAY KUMAR SINGH, PIJUSH KANTI DUTTA PRAMANIK, AND PRASENJIT CHOUDHURY 8 Application of Game Theory for Big Data Analytics.199 MOHAMMAD MUHTADY MUHAISIN AND TASEEF RAHMAN
VII
viii 9 ■ Contents Project Management for Effective Data Analytics. 219 MUNIR AHMAD SAEED AND MOHIUDDIN AHMED 10 Blockchain in the Era of Industry 4.0.235 MD. MEHEDI HASSAN ONIK AND MOHIUDDIN AHMED 11 Dark Data for Analytics.275 ABID HASAN SECTION III 12 DATA ANALYTICS APPLICATIONS Big Data: Prospects and Applications in the Technical and Vocational Education and Training Sector.297 MUTWALIBI NAMBOBI, MD. SHAHADAT HOSSAIN KHAN, AND ADAM A. ALLI 13 Sports Analytics: Visualizing Basketball Records in Graphical Form. 317 MUYE JIANG, GERRY CHAN, AND ROBERT BIDDLE 14 Analysis of Traffic Offenses in Transportation: Application of Big Data Analysis. 343 CHARITHA SUBHASHIJAYASEKARA, MALKA N. HALGAMUGE, ASMA NOOR, AND ÄTHER SAEED 15 Intrusion Detection for Big Data. 375 BIOZID BOSTAMI AND MOHIUDDIN AHMED 16 Health Care Security Analytics. 403 MOHIUDDIN AHMED AND ABU SALEH SHAH MOHAMMAD BARKAT ULLAH Index. |
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| spelling | Data analytics concepts, techniques, and applications edited by Mohiuddin Ahmed and Al-Sakib Khan Pathan First issued in paperback Boca Raton ; London ; New York CRC Press 2020 xxiii, 425 Seiten Illustrationen, Diagramme txt rdacontent n rdamedia nc rdacarrier Datenanalyse (DE-588)4123037-1 gnd rswk-swf Data Mining (DE-588)4428654-5 gnd rswk-swf Informatik (DE-588)4026894-9 gnd rswk-swf (DE-588)4143413-4 Aufsatzsammlung gnd-content Datenanalyse (DE-588)4123037-1 s Data Mining (DE-588)4428654-5 s Informatik (DE-588)4026894-9 s DE-604 Ahmed, Mohiuddin (DE-588)1171267215 edt Pathan, Al-Sakib Khan (DE-588)1122046650 edt Erscheint auch als Online-Ausgabe 978-0-429-44617-7 Digitalisierung UB Bamberg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=032220447&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
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| title | Data analytics concepts, techniques, and applications |
| title_auth | Data analytics concepts, techniques, and applications |
| title_exact_search | Data analytics concepts, techniques, and applications |
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| title_full_unstemmed | Data analytics concepts, techniques, and applications edited by Mohiuddin Ahmed and Al-Sakib Khan Pathan |
| title_short | Data analytics |
| title_sort | data analytics concepts techniques and applications |
| title_sub | concepts, techniques, and applications |
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