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Mining of masive datasets Jure Leskovec; Anand Rajaraman; Jeffrey D Ullman

By: Material type: TextTextPublication details: Cambridge : Cambridge University Press , 2020Edition: 3RDDescription: 553 pISBN:
  • 9781108476348
DDC classification:
  • 006.312 LES
Contents:
1. Data mining; 2. MapReduce and the new software stack; 3. Finding similar items; 4. Mining data streams; 5. Link analysis; 6. Frequent itemsets; 7. Clustering; 8. Advertising on the web; 9. Recommendation systems; 10. Mining social-network graphs; 11. Dimensionality reduction; 12. Large-scale machine learning; 13. Neural nets and deep learning
Summary: Essential reading for students and practitioners, this book focuses on practical algorithms used to solve key problems in data mining, with exercises suitable for students from the advanced undergraduate level and beyond. This third edition includes new and extended coverage on decision trees, deep learning, and mining social-network graphs
List(s) this item appears in: New Arrivals Oct-Nov 2021 - Central Library IIITDMK
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Holdings
Item type Current library Collection Call number Status Date due Barcode
Books Books IIITDM Kurnool General Stacks Non-fiction 006.312 LES (Browse shelf(Opens below)) Checked out 29.12.2025 0003795
Reference Reference IIITDM Kurnool Reference Reference 006.312 LES (Browse shelf(Opens below)) Not For Loan 0003796

1. Data mining; 2. MapReduce and the new software stack; 3. Finding similar items; 4. Mining data streams; 5. Link analysis; 6. Frequent itemsets; 7. Clustering; 8. Advertising on the web; 9. Recommendation systems; 10. Mining social-network graphs; 11. Dimensionality reduction; 12. Large-scale machine learning; 13. Neural nets and deep learning

Essential reading for students and practitioners, this book focuses on practical algorithms used to solve key problems in data mining, with exercises suitable for students from the advanced undergraduate level and beyond. This third edition includes new and extended coverage on decision trees, deep learning, and mining social-network graphs

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