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Complex queries are becoming commonplace, with the growing use of decision support systems. These complex queries often have a lot of common sub-expressions, either within a single query, or across multiple such queries run as a batch.…

数据库 · 计算机科学 2007-05-23 Prasan Roy , S. Seshadri , S. Sudarshan , Siddhesh Bhobe

As database query processing techniques are being used to handle diverse workloads, a key emerging challenge is how to efficiently handle multi-way join queries containing multiple many-to-many joins. While uncommon in traditional…

数据库 · 计算机科学 2025-05-20 Hasara Kalumin , Amol Deshpande

Listing triangles is a fundamental graph problem with many applications, and large graphs require fast algorithms. Vertex ordering allows the orientation of edges from lower to higher vertex indices, and state-of-the-art triangle listing…

数据结构与算法 · 计算机科学 2022-11-03 Fabrice Lécuyer , Louis Jachiet , Clémence Magnien , Lionel Tabourier

Join ordering is the NP-hard problem of selecting the most efficient order in which to evaluate joins (conjunctive, binary operators) in a database query. Because query execution performance critically depends on this choice, join ordering…

数据库 · 计算机科学 2026-05-18 Tim Schwabe , Maribel Acosta

Exhaustive enumeration of all possible join orders is often avoided, and most optimizers leverage heuristics to prune the search space. The design and implementation of heuristics are well-understood when the cost model is roughly linear,…

数据库 · 计算机科学 2019-01-14 Sanjay Krishnan , Zongheng Yang , Ken Goldberg , Joseph Hellerstein , Ion Stoica

A well-established technique for capturing database provenance as annotations on data is to instrument queries to propagate such annotations. However, even sophisticated query optimizers often fail to produce efficient execution plans for…

Query optimizer is at the heart of the database systems. Cost-based optimizer studied in this paper is adopted in almost all current database systems. A cost-based optimizer introduces a plan enumeration algorithm to find a (sub)plan, and…

数据库 · 计算机科学 2021-01-06 Hai Lan , Zhifeng Bao , Yuwei Peng

We study the problem of optimizing subgraph queries using the new worst-case optimal join plans. Worst-case optimal plans evaluate queries by matching one query vertex at a time using multiway intersections. The core problem in optimizing…

数据库 · 计算机科学 2019-06-04 Amine Mhedhbi , Semih Salihoglu

Backtracking search algorithms are often used to solve the Constraint Satisfaction Problem (CSP). The efficiency of backtracking search depends greatly on the variable ordering heuristics. Currently, the most commonly used heuristics are…

人工智能 · 计算机科学 2021-12-28 Wen Song , Zhiguang Cao , Jie Zhang , Andrew Lim

Cost-based query optimizers remain one of the most important components of database management systems for analytic workloads. Though modern optimizers select plans close to optimal performance in the common case, a small number of queries…

数据库 · 计算机科学 2019-03-20 Matthew Perron , Zeyuan Shang , Tim Kraska , Michael Stonebraker

Nurse scheduling is a difficult optimization problem with multiple constraints. There is extensive research in the literature solving the problem using meta-heuristics approaches. In this paper, we will investigate an intelligent search…

人工智能 · 计算机科学 2012-10-08 Murphy Choy , Michelle Cheong

A key factor that can dramatically reduce the search space during constraint solving is the criterion under which the variable to be instantiated next is selected. For this purpose numerous heuristics have been proposed. Some of the best of…

人工智能 · 计算机科学 2010-08-10 Thanasis Balafoutis , Kostas Stergiou

The notion of preference is becoming more and more ubiquitous in present-day information systems. Preferences are primarily used to filter and personalize the information reaching the users of such systems. In database systems, preferences…

数据库 · 计算机科学 2016-08-31 Jan Chomicki

Algorithmic efficiency is essential to reducing energy and time usage for computational problems. Optimizing efficiency is important for tasks involving multiple resources, for example in stochastic calculations where the size of the random…

计算物理 · 物理学 2025-07-09 Run Yan Teh , Manushan Thenabadu , Peter D Drummond

We present a heuristic algorithm for solving the problem of scheduling plans of tasks. The plans are ordered vectors of tasks, and tasks are basic operations carried out by resources. Plans are tied by temporal, precedence and resource…

人工智能 · 计算机科学 2021-02-09 Davide Andrea Guastella

Database query processing requires algorithms for duplicate removal, grouping, and aggregation. Three algorithms exist: in-stream aggregation is most efficient by far but requires sorted input; sort-based aggregation relies on external…

数据库 · 计算机科学 2022-09-27 Thanh Do , Goetz Graefe , Jeffrey Naughton

Preference queries are relational algebra or SQL queries that contain occurrences of the winnow operator ("find the most preferred tuples in a given relation"). Such queries are parameterized by specific preference relations. Semantic…

数据库 · 计算机科学 2007-05-23 Jan Chomicki

Finite-sum optimization problems are ubiquitous in machine learning, and are commonly solved using first-order methods which rely on gradient computations. Recently, there has been growing interest in \emph{second-order} methods, which rely…

最优化与控制 · 数学 2017-03-09 Yossi Arjevani , Ohad Shamir

Analytics database workloads often contain queries that are executed repeatedly. Existing optimization techniques generally prioritize keeping optimization cost low, normally well below the time it takes to execute a single instance of a…

数据库 · 计算机科学 2025-02-11 Jeffrey Tao , Natalie Maus , Haydn Jones , Yimeng Zeng , Jacob R. Gardner , Ryan Marcus

Optimal shelflisting invites profit maximization to become sensitive to the ways in which purchasing decisions are order-dependent. We study the computational complexity of the corresponding product arrangement problem when consumers are…

计算机科学与博弈论 · 计算机科学 2016-11-15 Yongjie Yang , Dinko Dimitrov
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