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Abstract: The current generation of data mining tools have limited capacity and performance, since these tools tend to be sequential. This paper explores a migration path out of this bottleneck by considering an integrated hardware and software approach to parallelize data mining. Our analysis shows that parallel data mining solutions require the following components: parallel data mining algorithms, parallel and distributed data bases, parallel file systems, parallel I/O, tertiary storage, management of ... (Update)
Context of citations to this paper: More
...results that we show, sustain the validity of a structured approach for DM application. It is also well recognized in the literature [9, 10] the need for a tighter integration of high performance DM systems with the support for management, ltering and selection of data. We...
.... definite need for tools and techniques to be able to rapidly develop parallel and out of core versions of various data mining techniques [28]. In this paper, we present the design and initial performance evaluation of a middleware for enabling rapid development of parallel data...
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BibTeX entry: (Update)
W.A. Maniatty and M.J. Zaki, A Requirements Analysis for Parallel KDD Systems, IPDPS'2000 Data Mining Workshop, Cancun, Maxico, May 2000. http://citeseer.ist.psu.edu/295031.html More
@article{ maniatty00requirements,
author = "William A. Maniatty and Mohammed J. Zaki",
title = "A Requirements Analysis for Parallel {KDD} Systems",
journal = "Lecture Notes in Computer Science",
volume = "1800",
pages = "358+",
year = "2000",
url = "citeseer.ist.psu.edu/295031.html" }
Citations (may not include all citations):298 Parallel database systems: The future of high-performance da.. - DeWitt, Gray - 1992
262 Multidimensional access methods - Gaede, Gunther - 1998
156 reliable secondary storage (context) - Chen, High-performance - 1994
145 Sprint: A scalable parallel classifier for data mining - Shafer, Agrawal et al. - 1996
115 Scalable parallel data mining for association rules - Han, Karypis et al. - 1997
100 Database mining: A performance perspective - Agrawal, Imielinski et al. - 1993
89 The GAMMA database machine project - DeWitt - 1990
88 A database perspective on knowledge discovery - Imielinski, Mannila - 1996
76 The galley parallel file system - Nieuwejaar, Kotz - 1997
75 Active storage for large-scale data mining and multimedia - Riedel, Gibson et al. - 1997
66 DMQL: A data mining query language for relational databases - Han - 1996
58 A trace-driven comparison of algorithms for parallel prefetc.. - Kimbrel - 1996
56 Parallel mining of association rules - Agrawal, Shafer - 1996
52 A fast distributed algorithm for mining association rules - Cheung - 1996
49 On implementing mpi-io portably and with high performance - Thakur, Gropp et al. - 1999
47 Parallel database systems: Open problems and new issues (context) - Valduriez - 1993
47 Principles of Distributed Database Systems (context) - Oszu, Valduriez - 1999
43 The case for intelligent disks (context) - Keeton, Patterson et al. - 1998
42 Mining very large databases with parallel processing (context) - Freitas, Lavington - 1998
41 PIOUS: a scalable parallel I/O system for distributed comput.. - Moyer, Sunderam - 1994
39 Parallel and distributed association mining: A survey - Zaki - 1999
36 hint generation through speculative execution (context) - Chang, Gibson - 1999
34 Developing tightly-coupled data mining applications on a rel.. - Agrawal, Shim - 1996
32 A benchmark of non-stop SQL on the debit credit transaction (context) - Group - 1988
32 a highly parallel database system (context) - Boral, Bubba - 1990
28 Data surveyor: Searching the nuggets in parallel (context) - Holsheimer, Kersten et al. - 1996
25 DataMine: Application programming interface and query langua.. (context) - Imielinski, Virmani et al. - 1996
16 Integrating association rule mining with databases: alternat.. (context) - Sarawagi, Thomas et al. - 1998
15 Large-scale parallel data clustering - Judd, McKinley et al. - 1996
14 Large-Scale Parallel Data Mining (context) - Zaki, Ho - 2000
13 Strategies for parallel data mining - Skillicorn - 1999
11 NASD scalable storage systems (context) - Gibson - 1999
11 Parallel classification for data mining on shared-memory mul.. - Zaki, Ho et al. - 1999
11 MAFIA: Efficient and scalable subspace clustering for very l.. - Nagesh, Goil et al. - 1999
8 ParFiSys: A parallel file system for MPP (context) - Carretero - 1996
8 The integrated delivery of large-scale data mining: The ACSy.. (context) - Williams - 2000
8 Mining algorithms for sequential patterns in parallel: Hash .. - Shintani, Kitsuregawa - 1998
7 Designing a kernel for data mining (context) - Anand - 1997
6 Multidimensional array I/O in Panda (context) - Seamons, Winslett - 1996
4 ViPIOS: The vienna parallel input/output system - Schikuta, Fuerle et al. - 1998
4 Parallel sequence mining on SMP machines (context) - Zaki - 2000
4 Performance analysis of parallel systems: Approaches and ope.. - Reed - 1998
3 Parallel algorithms for fast discovery of association rules (context) - Zaki - 1997
3 Advanced Database Machine Architectures (context) - Hsiao - 1983
2 Advances in Distributed Data Mining (context) - Kargupta, Chan - 2000
2 Foundations of an inductive query language (context) - Siebes - 1995
2 Dictionary on parallel input/output (context) - Stockinger - 1998
1 ScalParC: A scalable and parallel classification algorithm f.. (context) - Initiative, www et al. - 1998
1 Parallel out-ofcore divide and conquer techniques with appli.. (context) - Sreenivas, Alsabti et al. - 1999
1 Adding inter-transaction parallelism to existing DBMS: Early.. (context) - Lorie - 1989
1 chapter Software Raid and Parallel File Systems (context) - Cortes, Cluster et al. - 1999
1 Large-scale file systems with the flexibility of databases (context) - Choudhary, Kotz - 1996
1 A clustering algorithm on distributed memory machines (context) - Dhillon, Modha - 2000
1 Includes pointers to his Parallel I/O Bibliography (context) - Kotz, archive - 1998
1 Intensive data management in parallel systems: A survey (context) - Khan - 1999
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