Mining of massive datasets:
Gespeichert in:
| Späterer Titel: | Leskovec, Jure Mining of massive datasets |
|---|---|
| Hauptverfasser: | , |
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Cambridge [u.a.]
Cambridge Univ. Press
2012
|
| Ausgabe: | 1. publ. |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | 2. Aufl. u.d.T.: Leskovec, Jure: Mining of massive datasets |
| Beschreibung: | X, 315 S. Ill., graph. Darst. |
| ISBN: | 9781107015357 |
Internformat
MARC
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| 100 | 1 | |a Rajaraman, Anand |e Verfasser |4 aut | |
| 245 | 1 | 0 | |a Mining of massive datasets |c Anand Rajaraman ; Jeffrey David Ullman |
| 250 | |a 1. publ. | ||
| 264 | 1 | |a Cambridge [u.a.] |b Cambridge Univ. Press |c 2012 | |
| 300 | |a X, 315 S. |b Ill., graph. Darst. | ||
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Datensatz im Suchindex
| _version_ | 1815702943897223168 |
|---|---|
| adam_text |
Contents
e
page
ix
Data Mining
ι
1.1
What is Data Mining?
1
1.2
Statistical Limits on Data Mining
4
1.3
Things Useful to Know
7
1.4
Outline of the Book
15
1.5
Summary of Chapter
1 16
1.6
References for Chapter
1 17
Large-Scale File Systems and Map-Reduce
18
2.1
Distributed File Systems
18
2.2
Map-Reduce
21
2.3
Algorithms Using Map-Reduce
26
2.4
Extensions to Map-Reduce
37
2.5
Efficiency of Cluster-Computing Algorithms
42
2.6
Summary of Chapter
2 49
2.7
References for Chapter
2 51
Finding Similar Items
53
3.1
Applications of Near-Neighbor Search
53
3.2
Shingling of Documents
57
3.3
Similarity-Preserving Summaries of Sets
60
3.4
Locality-Sensitive Hashing for Documents
67
3.5
Distance Measures
71
3.6
The Theory of Locality-Sensitive Functions
77
3.7
LSH Families for Other Distance Measures
83
3.8
Applications of Locality-Sensitive Hashing
88
3.9
Methods for High Degrees of Similarity
96
3.10
Summary of Chapter
3 104
3.11
References for Chapter
3 106
Mining Data Streams
108
4.1
The Stream Data Model
108
Contents
4.2
Sampling Data in a Stream
112
4.3
Filtering Streams
115
4.4
Counting Distinct Elements in a Stream
118
4.5
Estimating Moments
122
4.6
Counting Ones in a Window
127
4.7
Decaying Windows
133
4.8
Summary of Chapter
4 136
4.9
References for Chapter
4 137
Link Analysis
139
5.1
PageRank
139
5.2
Efficient Computation of PageRank
153
5.3
Topic-Sensitive PageRank
159
5.4
Link Spam
163
5.5
Hubs and Authorities
167
5.6
Summary of Chapter
5 172
5.7
References for Chapter
5 175
Frequent itemsets
176
6.1
The Market-Basket Model
176
6.2
Market. Baskets and the
А
-Priori
Algorithm
183
6.3
Handling Larger
Datasets in
Main Memory
192
6.4
Limited-Pass Algorithms
199
6.5
Counting Frequent Items in a Stream
205
6.6
Summary of Chapter
6 209
6.7
References for Chapter
6 211
Clustering
213
7.1
Introduction to Clustering Techniques
213
7.2
Hierarchical Clustering
217
7.3
K-means Algorithms
226
7.4
The CURE Algorithm
234
7.5
Clustering in Non-Euclidean Spaces
237
7.6
Clustering for Streams and Parallelism
241
7.7
Summary of Chapter
7 247
7.8
References for Chapter
7 250
Advertising on the Web
252
8.1
Issues in On-Line Advertising
252
8.2
On-Line Algorithms
255
8.3
The Matching Problem
258
8.4
The Adwords Problem
261
8.5
Âdwords
Implementation
270
8.6
Summary of Chapter
8 273
Contents
8.7
References for Chapter
8 275
Recommendation Systems
277
9.1
A Model for Recommendation Systems
277
9.2
Content-Based Recommendations
281
9.3
Collaborative Filtering
291
9.4
Dimensionality Reduction
297
9.5
The NetFlix Challenge
305
9.6
Summary of Chapter
9 306
9.7
References for Chapter
9 308
Index
310 |
| any_adam_object | 1 |
| author | Rajaraman, Anand Ullman, Jeffrey D. 1942- |
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| building | Verbundindex |
| bvnumber | BV039744649 |
| classification_rvk | SK 850 ST 270 ST 530 |
| classification_tum | DAT 450f DAT 616f |
| ctrlnum | (OCoLC)775417063 (DE-599)BVBBV039744649 |
| dewey-full | 006.312 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 006 - Special computer methods |
| dewey-raw | 006.312 |
| dewey-search | 006.312 |
| dewey-sort | 16.312 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik Mathematik |
| edition | 1. publ. |
| format | Book |
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| id | DE-604.BV039744649 |
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| indexdate | 2024-11-14T13:01:03Z |
| institution | BVB |
| isbn | 9781107015357 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-024592236 |
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| physical | X, 315 S. Ill., graph. Darst. |
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| spelling | Rajaraman, Anand Verfasser aut Mining of massive datasets Anand Rajaraman ; Jeffrey David Ullman 1. publ. Cambridge [u.a.] Cambridge Univ. Press 2012 X, 315 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier 2. Aufl. u.d.T.: Leskovec, Jure: Mining of massive datasets Big Data (DE-588)4802620-7 gnd rswk-swf Data Mining (DE-588)4428654-5 gnd rswk-swf Big Data (DE-588)4802620-7 s Data Mining (DE-588)4428654-5 s 1\p DE-604 Ullman, Jeffrey D. 1942- Verfasser (DE-588)123598230 aut Ersetzt durch Leskovec, Jure Mining of massive datasets Second edition 2014 978-1-107-07723-2 (DE-604)BV042002309 Digitalisierung UB Bamberg application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=024592236&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Rajaraman, Anand Ullman, Jeffrey D. 1942- Mining of massive datasets Big Data (DE-588)4802620-7 gnd Data Mining (DE-588)4428654-5 gnd |
| subject_GND | (DE-588)4802620-7 (DE-588)4428654-5 |
| title | Mining of massive datasets |
| title_auth | Mining of massive datasets |
| title_exact_search | Mining of massive datasets |
| title_full | Mining of massive datasets Anand Rajaraman ; Jeffrey David Ullman |
| title_fullStr | Mining of massive datasets Anand Rajaraman ; Jeffrey David Ullman |
| title_full_unstemmed | Mining of massive datasets Anand Rajaraman ; Jeffrey David Ullman |
| title_new | Leskovec, Jure Mining of massive datasets |
| title_short | Mining of massive datasets |
| title_sort | mining of massive datasets |
| topic | Big Data (DE-588)4802620-7 gnd Data Mining (DE-588)4428654-5 gnd |
| topic_facet | Big Data Data Mining |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=024592236&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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