Models of computation for big data. ([2018])

• Record Type: Book
• Further Information: Note: Rajendra Akerkar.
• Authors: Akerkar, Rajendra
• Contents: Preface -- Streaming Models -- Introduction -- Indyk's Algorithm -- Point Query -- Sketching -- Sub-Linear Time Models -- Introduction -- Dimentionality Reduction -- Johnson Lindenstrauss Lower Bound -- Fast Johnson Lindenstrauss Transform -- Sublinear Time Algorithmic Models -- Linear Algebraic Models -- Introduction -- Subspace Embeddings -- Low-Rank Approximation -- The Matrix Completion Problem -- Other Computational Models -- References.
• Publisher Details: Cham, Switzerland : Springer
• Publication Date: 2018
• Extent: 1 online resource
• Subjects: 005.1; Computer software; Data mining; Algebras, Linear; Computer science; Algorithm Analysis and Problem Complexity; Data Mining and Knowledge Discovery; Linear Algebra; Models and Principles; Electronic books
• Languages: English
• ISBNs: 9783319918518; 3319918516
• Related ISBNs: 9783319918501; 3319918508
• Notes: Note: Description based on online resource; title from digital title page (viewed on January 23, 2019).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.