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We propose Cognitive Databases, an approach for transparently enabling Artificial Intelligence (AI) capabilities in relational databases. A novel aspect of our design is to first view the structured data source as meaningful unstructured…

Databases · Computer Science 2017-12-21 Rajesh Bordawekar , Bortik Bandyopadhyay , Oded Shmueli

In this project we are presenting a grammar which unify the design and development of spatial databases. In order to make it, we combine nominal and spatial information, the former is represented by the relational model and latter by a…

Databases · Computer Science 2011-07-14 Ignacio Vega-Paez , Feliu D. Sagols T

AI-Powered database (AI-DB) is a novel relational database system that uses a self-supervised neural network, database embedding, to enable semantic SQL queries on relational tables. In this paper, we describe an architecture and…

Artificial Intelligence · Computer Science 2023-03-02 Prabhakar Kudva , Rajesh Bordawekar , Apoorva Nitsure

In this report, we unify two quite distinct approaches to information retrieval: region models and language models. Region models were developed for structured document retrieval. They provide a well-defined behaviour as well as a simple…

Information Retrieval · Computer Science 2012-05-02 Djoerd Hiemstra , Vojkan Mihajlovic

In the Declarative Networking paradigm, Datalog-like languages are used to express distributed computations. Whereas recently formal operational semantics for these languages have been developed, a corresponding declarative semantics has…

Logic in Computer Science · Computer Science 2020-02-19 Tom J. Ameloot , Jan Van den Bussche , William R. Marczak , Peter Alvaro , Joseph M. Hellerstein

The goal of this paper is to provide a strong integration between constraint modelling and relational DBMSs. To this end we propose extensions of standard query languages such as relational algebra and SQL, by adding constraint modelling…

Artificial Intelligence · Computer Science 2021-06-02 Marco Cadoli , Toni Mancini

In many use-cases, information is stored in text but not available in structured data. However, extracting data from natural language text to precisely fit a schema, and thus enable querying, is a challenging task. With the rise of…

Databases · Computer Science 2023-10-26 Mohammed Saeed , Nicola De Cao , Paolo Papotti

The drug development process necessitates that pharmacologists undertake various tasks, such as reviewing literature, formulating hypotheses, designing experiments, and interpreting results. Each stage requires accessing and querying vast…

Computation and Language · Computer Science 2023-08-01 Hong Lu , Chuan Li , Yinheng Li , Jie Zhao

Large language models (LLMs) with memory are computationally universal. However, mainstream LLMs are not taking full advantage of memory, and the designs are heavily influenced by biological brains. Due to their approximate nature and…

Artificial Intelligence · Computer Science 2023-06-08 Chenxu Hu , Jie Fu , Chenzhuang Du , Simian Luo , Junbo Zhao , Hang Zhao

Separate programming models for data transformation (declarative) and computation (procedural) impact programmer ergonomics, code reusability and database efficiency. To eliminate the necessity for two models or paradigms, we propose a…

Databases · Computer Science 2023-11-09 David Robert Pratten , Luke Mathieson

Large language models (LLMs) are emerging as few-shot learners capable of handling a variety of tasks, including comprehension, planning, reasoning, question answering, arithmetic calculations, and more. At the core of these capabilities is…

Databases · Computer Science 2024-11-05 Yu Pan , Hongfeng Yu , Tianjiao Zhao , Jianxin Sun

This paper is about Kripke structures that are inside a relational database and queried with a modal language. At first the modal language that is used is introduced, followed by a definition of the database and relational algebra. Based on…

Logic in Computer Science · Computer Science 2007-05-29 Yeb Havinga

Knowledge can be represented compactly in multiple ways, from a set of propositional formulas, to a Kripke model, to a database. In this paper we study the aggregation of information coming from multiple sources, each source submitting a…

Logic in Computer Science · Computer Science 2019-07-25 Francesco Belardinelli , Umberto Grandi

Multi-model databases are designed to store, manage, and query data in various models, such as relational, hierarchical, and graph data, simultaneously. In this paper, we provide a theoretical basis for querying categorical databases. We…

Databases · Computer Science 2025-04-15 Jiaheng Lu

We introduce an interleaving operational semantics for describing the client-observable behaviour of atomic transactions on distributed key-value stores. Our semantics builds on abstract states comprising centralised, global key-value…

Logic in Computer Science · Computer Science 2019-10-07 Shale Xiong , Andrea Cerone , Azalea Raad , Philippa Gardner

We posit that striving for distributed systems that provide "single system image" semantics is fundamentally flawed and at odds with how systems operate in the physical world. We realize the database as an optimization of this system: a…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-03-09 Christopher S. Meiklejohn

Relational knowledge bases (KBs) are commonly used to represent world knowledge in machines. However, while advantageous for their high degree of precision and interpretability, KBs are usually organized according to manually-defined…

Computation and Language · Computer Science 2021-09-13 Tara Safavi , Danai Koutra

Discovering pattern sets or global patterns is an attractive issue from the pattern mining community in order to provide useful information. By combining local patterns satisfying a joint meaning, this approach produces patterns of higher…

Machine Learning · Computer Science 2011-07-19 Patrice Boizumault , Bruno Crémilleux , Mehdi Khiari , Samir Loudni , Jean-Philippe Métivier

Embedded software is growing fast in size and complexity, leading to intimate mixture of complex architectures and complex control. Consequently, software specification requires modeling both structures and behaviour of systems.…

Programming Languages · Computer Science 2018-08-01 Paulius Juodisius , Atrisha Sarkar , Raghava Rao Mukkamala , Michal Antkiewicz , Krzysztof Czarnecki , Andrzej Wasowski

In the past, the semantic issues raised by the non-monotonic nature of aggregates often prevented their use in the recursive statements of logic programs and deductive databases. However, the recently introduced notion of Pre-mappability…

Logic in Computer Science · Computer Science 2019-09-19 Ariyam Das , Youfu Li , Jin Wang , Mingda Li , Carlo Zaniolo