Raghu Ramakrishnan
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Database researcher
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Computer Science
Raghu Ramakrishnan's Degrees
- PhD Computer Science University of Texas at Austin
- Masters Computer Science University of Texas at Austin
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Why Is Raghu Ramakrishnan Influential?
(Suggest an Edit or Addition)According to Wikipedia, Raghu Ramakrishnan is a researcher in the areas of database and information management. He is a Technical Fellow at Microsoft. He has been a Vice President and Research Fellow for Yahoo! Inc. Ramakrishnan spent 22 years as a professor at the University of Wisconsin–Madison. With Johannes Gehrke, he authored the popular textbook Database Management Systems, also known as the "Cow Book".
Raghu Ramakrishnan's Published Works
Published Works
- BIRCH: an efficient data clustering method for very large databases (1996) (5163)
- Benchmarking cloud serving systems with YCSB (2010) (3287)
- When Is ''Nearest Neighbor'' Meaningful? (1999) (2407)
- Database Management Systems (1976) (2018)
- Crowdsourcing systems on the World-Wide Web (2011) (1454)
- Incognito: efficient full-domain K-anonymity (2005) (1247)
- Mondrian Multidimensional K-Anonymity (2006) (1196)
- PNUTS: Yahoo!'s hosted data serving platform (2008) (1131)
- Big data and its technical challenges (2014) (946)
- An amateur's introduction to recursive query processing strategies (1986) (825)
- BIRCH: A New Data Clustering Algorithm and Its Applications (1997) (772)
- On the power of magic (1987) (709)
- On the Computation of Multidimensional Aggregates (1996) (643)
- CACTUS—clustering categorical data using summaries (1999) (583)
- Bottom-up computation of sparse and Iceberg CUBE (1999) (518)
- RainForest—A Framework for Fast Decision Tree Construction of Large Datasets (1998) (406)
- BOAT—optimistic decision tree construction (1999) (348)
- Declarative networking: language, execution and optimization (2006) (314)
- bLSM: a general purpose log structured merge tree (2012) (290)
- Limiting Disclosure in Hippocratic Databases (2004) (281)
- Bottom-Up Computation of Sparse and Iceberg CUBEs (1999) (279)
- Declarative routing: extensible routing with declarative queries (2005) (260)
- The Use of Information Capacity in Schema Integration and Translation (1993) (251)
- Workload-aware anonymization (2006) (251)
- Magic Templates: A Spellbinding Approach To Logic Programs (1991) (243)
- A survey of deductive database systems (1995) (242)
- The Claremont report on database research (2008) (238)
- Declarative Information Extraction Using Datalog with Embedded Extraction Predicates (2007) (226)
- Privacy Skyline: Privacy with Multidimensional Adversarial Knowledge (2007) (226)
- Compressing relations and indexes (1998) (220)
- Declarative networking (2009) (212)
- The Magic of Duplicates and Aggregates (1990) (211)
- Review - Magic Sets and Other Strange Ways to Implement Logic Programs (1999) (209)
- OLAP over uncertain and imprecise data (2007) (207)
- CORAL - Control, Relations and Logic (1992) (205)
- Birch (2020) (202)
- The Design and Implementation of a Sequence Database System (1996) (200)
- Clustering large datasets in arbitrary metric spaces (1999) (187)
- DEMON: mining and monitoring evolving data (2000) (186)
- Sets and negation in a logic data base language (LDL1) (1987) (183)
- On the integration of structure indexes and inverted lists (2004) (181)
- Workload-aware anonymization techniques for large-scale datasets (2008) (169)
- Mining Very Large Databases (1999) (168)
- A Survey of Research in Deductive Database Systems (1995) (166)
- Beautiful Data: The Stories Behind Elegant Data Solutions (2009) (166)
- Mercury: Hybrid Centralized and Distributed Scheduling in Large Shared Clusters (2015) (163)
- Schema equivalence in heterogeneous systems: bridging theory and practice (1994) (162)
- Sequence query processing (1994) (158)
- SEQ: A model for sequence databases (1995) (158)
- Mining data streams under block evolution (2002) (157)
- Reservation-based Scheduling: If You're Late Don't Blame Us! (2014) (153)
- A framework for measuring changes in data characteristics (1999) (149)
- Integrating DB and IR Technologies: What is the Sound of One Hand Clapping? (2005) (140)
- Probabilistic Optimization of Top N Queries (1999) (140)
- Magic is relevant (1990) (132)
- Online Models for Content Optimization (2008) (131)
- ICICLES: Self-Tuning Samples for Approximate Query Answering (2000) (131)
- The Beckman Report on Database Research (2014) (129)
- Containment of conjunctive queries: beyond relations as sets (1995) (129)
- Efficient Transitive Closure Algorithms (1988) (124)
- Sailfish: a framework for large scale data processing (2012) (118)
- Proceedings : KDD 2000 : the Sixth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, August 20-23, 2000, Boston, MA, USA (2000) (109)
- Cost-based optimization for magic: algebra and implementation (1996) (105)
- Community Information Management (2006) (105)
- Relaxed currency and consistency: how to say "good enough" in SQL (2004) (104)
- Performance Evaluation of Data Intensive Logic Programs (1988) (102)
- Azure Data Lake Store: A Hyperscale Distributed File Service for Big Data Analytics (2017) (102)
- Visual exploration of large data sets (1996) (100)
- Efficient evaluation of right-, left-, and multi-linear rules (1989) (99)
- Feeding frenzy: selectively materializing users' event feeds (2010) (98)
- A web of concepts (2009) (97)
- Transitive closure algorithms based on graph traversal (1993) (95)
- DBLife: A Community Information Management Platform for the Database Research Community (Demo) (2007) (93)
- Pushing constraint selections (1992) (93)
- Managing information extraction: state of the art and research directions (2006) (92)
- Aggregation and Relevance in Deductive Databases (1991) (87)
- Information extraction challenges in managing unstructured data (2009) (87)
- SRQL: Sorted Relational Query Language (1998) (86)
- Building Structured Web Community Portals: A Top-Down, Compositional, and Incremental Approach (2007) (85)
- Implementation of the CORAL deductive database system (1993) (84)
- Safety of recursive Horn clauses with infinite relations (1987) (84)
- Asynchronous view maintenance for VLSD databases (2009) (84)
- The Case for Enhanced Abstract Data Types (1997) (82)
- Database management systems (3. ed.) (2003) (80)
- Bounds on the propagation of selection into logic programs (1987) (75)
- Magic conditions (1990) (72)
- Distributed cube materialization on holistic measures (2011) (72)
- Prediction Cubes (2005) (71)
- Coral++: Adding Object-Orientation to a Logic Database Language (1993) (71)
- True elasticity in multi-tenant data-intensive compute clusters (2012) (67)
- Relaxed-currency serializability for middle-tier caching and replication (2006) (66)
- Proof-tree transformation theorems and their applications (1989) (66)
- Dynamic Histograms: Capturing Evolving Data Sets (2000) (64)
- Controlling the Search in Bottom-Up Evaluation (1992) (61)
- Contrast Plots and P-Sphere Trees: Space vs. Time in Nearest Neighbour Searches (2000) (60)
- 2018 IEEE International Conference on Data Mining (ICDM) (2018) (59)
- The CORAL deductive system (1994) (59)
- Toward a PeopleWeb (2007) (58)
- Scaling mining algorithms to large databases (2002) (58)
- Rule Ordering in Bottom-Up Fixpoint Evaluation of Logic Programs (1990) (58)
- Processing queries by linear constraints (1997) (57)
- Optimizing existential datalog queries (1988) (57)
- View Learning for Statistical Relational Learning: With an Application to Mammography (2005) (57)
- Toward best-effort information extraction (2008) (56)
- Hydra: a federated resource manager for data-center scale analytics (2019) (56)
- Argument Reduction by Factoring (1989) (56)
- REEF: Retainable Evaluator Execution Framework (2013) (54)
- The Claremont report on database research (2009) (54)
- The Seattle Report on Database Research (2020) (54)
- A framework for testing safety and effective computability of extended datalog (1988) (54)
- Data Cube Materialization and Mining over MapReduce (2012) (54)
- Theory of nearest neighbors indexability (2006) (53)
- Scaling Datalog for Machine Learning on Big Data (2012) (51)
- Déjà Vu in Fixpoints of Logic Programs (1989) (50)
- Walnut: a unified cloud object store (2012) (49)
- Bottom-Up Evaluation of Logic Programs (1991) (49)
- Efficient bulk insertion into a distributed ordered table (2008) (49)
- Where in the world is my data? (2011) (48)
- A Framework for Measuring Differences in Data Characteristics (2002) (47)
- Challenges and Opportunities with Big Data 2011-1 (2011) (47)
- Efficient Information Extraction over Evolving Text Data (2008) (46)
- Efficient Incremental Evaluation of Queries with Aggregation (1994) (46)
- Caching with 'Good Enough' Currency, Consistency, and Completeness (2005) (46)
- Constraint Objects (1994) (46)
- DEVise: Integrated Querying and Visualization of Large Datasets (1997) (45)
- Challenges, Techniques and Directions in Building XSeek: an XML Search Engine. (2009) (45)
- Explaining Program Execution in Deductive Systems (1993) (44)
- Efficient allocation algorithms for OLAP over imprecise data (2006) (43)
- Efficient Bottom-Up Evaluation of Logic Programs (1992) (43)
- When Is Nearest Neighbors Indexable? (2005) (43)
- Abstract Interpretation of Logic Programs using Magic Transformations (1994) (42)
- Rules in database systems (1996) (42)
- A performance study of transitive closure algorithms (1994) (42)
- Extending Relational Query Processing with ML Inference (2019) (41)
- The Beckman report on database research (2016) (41)
- Optimizing mpf queries: decision support and probabilistic inference (2007) (41)
- Content recommendation on web portals (2013) (40)
- Source-aware Entity Matching: A Compositional Approach (2007) (38)
- Fast density estimation using CF-kernel for very large databases (1999) (36)
- Helios (2020) (36)
- Mobius: unified messaging and data serving for mobile apps (2012) (36)
- Applications of Logic Databases (1995) (35)
- Multidimensional K-Anonymity (2005) (35)
- OLAP over Imprecise Data with Domain Constraints (2007) (34)
- CAP and Cloud Data Management (2012) (34)
- Building a Cloud for Yahoo! (2009) (34)
- Iterative MapReduce for Large Scale Machine Learning (2013) (33)
- Declarative Systems for Large-Scale Machine Learning (2012) (33)
- Learning from Aggregate Views (2006) (33)
- Memoing Evaluation for Constraint Extensions of Datalog (1997) (32)
- Machine learning in ScalOps , a higher order cloud computing language (2011) (32)
- Extending the Well-Founded and Valid Semantics for Aggregation (1993) (32)
- Data Management in the Cloud (2009) (31)
- Optimizations of Bottom-Up Evaluation with Non-Ground Terms (1993) (31)
- The TEXTURE Benchmark: Measuring Performance of Text Queries on a Relational DBMS (2005) (30)
- Cloudy with high chance of DBMS: a 10-year prediction for Enterprise-Grade ML (2019) (30)
- An axiomatic approach to deciding query safety in deductive databases (1988) (29)
- A Framework for Testing Safety and Effective Computability (1996) (29)
- Feed following: the big data challenge in social applications (2011) (29)
- Exploratory mining in cube space (2006) (28)
- PNUTS in Flight: Web-Scale Data Serving at Yahoo (2012) (27)
- The QUIQ engine: a hybrid IR-DB system (2003) (27)
- An Optimizer for Heterogeneous Systems with NonStandard Data and Search Capabilities (1996) (25)
- Machine Learning and Databases: The Sound of Things to Come or a Cacophony of Hype? (2015) (25)
- Mass Collaboration Systems on the World-Wide Web (2010) (25)
- MIMSY: A System for Analyzing Time Series Data in the Stock Market Domain (1993) (24)
- Purple SOX extraction management system (2009) (23)
- Bellwether analysis: predicting global aggregates from local regions (2006) (22)
- Challenges and Opportunities with Big Data 2012-2 (2011) (22)
- Logical Query Optimization by Proff-Tree Transformation (1993) (22)
- Introduction to the Special Issue on Managing Information Extraction (2008) (22)
- The valid model semantics for logic programs (1992) (22)
- Magic conditions (1996) (21)
- Database Management Systems (2nd Ed.).pdf (2000) (20)
- Database Management Systems, -3/E. (2014) (18)
- Bellwether analysis: Searching for cost-effective query-defined predictors in large databases (2009) (17)
- CORAL - A Database Programming Language (1990) (17)
- The CORAL deductive database system (1993) (16)
- Optimizing complex extraction programs over evolving text data (2009) (16)
- Synopses for query optimization: A space-complexity perspective (2004) (16)
- Data Mining: The Next Generation (2004) (16)
- POLARIS: The Distributed SQL Engine in Azure Synapse (2020) (16)
- Introduction to the Special Issue on Man aging Information Extraction (2008) (16)
- Mining and monitoring evolving data (2002) (16)
- Toward a Query Language for Network Attack Data (2006) (15)
- Content, Metadata, and Behavioral Information: Directions for Yahoo! Research (2006) (15)
- Perspectives on cloud computing: interviews with five leading scientists from the cloud community (2011) (15)
- Top-Down versus Bottom-Up Revisited (1991) (13)
- Object-Based Data Model and Deductive Language for Spatio-Temporal Database Applications (1992) (13)
- Data challenges at Yahoo! (2008) (13)
- Schema Intension Graphs: A Formal Model for the Study of Schema Equivalence (1994) (12)
- Equivalence of Keyed Relational Schemas by Conjunctive Queries (1999) (12)
- Space optimization in the bottom-up evaluation of logic programs (1991) (12)
- Cost-based labeling of groups of mass spectra (2004) (12)
- Understanding schemas (1993) (12)
- The EDAM project: Mining atmospheric aerosol datasets (2005) (12)
- Data Modeling and Querying in the PIQ Image DBMS. (1996) (12)
- Visual analysis of stream data (1995) (12)
- Parallelism in logic programs (1989) (12)
- Helios: Hyperscale Indexing for the Cloud & Edge (2020) (11)
- Parallel Evaluation of Composite Aggregate Queries (2008) (11)
- How to forget the past without repeating it (1990) (10)
- Mass collaboration and data mining (2001) (10)
- Schema Equivalence in Heterogeneous Systems: Bridging Theory and Practice (Extended Abstract) (1994) (10)
- Adversarial-knowledge dimensions in data privacy (2009) (9)
- Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining, Boston, MA, USA, August 20-23, 2000 (2000) (9)
- Support for relaxed currency and consistency constraints in MTCache (2004) (9)
- Declarative networking with distributed recursive query processing (2006) (8)
- Space optimization in deductive databases (1995) (8)
- User-Centric Research Challenges in Community Information Management Systems (2007) (8)
- BOAT-Optimistic Decision Tree Construction (1999) (8)
- Classification and regression: money *can* grow on trees (1999) (8)
- Fault Tolerance Issues in Data Declustering for Parallel Database Systems. (1994) (8)
- Content-Based Queries in Image Databases (1996) (8)
- Performance evaluation of web service response time probability distribution models for business process cycle time simulation (2020) (8)
- Cloud Computing - Was Thomas Watson Right After All? (2008) (7)
- Mass Collaboration: A Case Study (2004) (7)
- Conjunctive Query Equivalence of Keyed Relational Schemas. (1997) (7)
- Data modeling and feature extraction for image databases (1996) (7)
- Composite subset measures (2006) (7)
- InfoNetOLAP: OLAP and Mining of Information Networks (2010) (7)
- Fast Density and Probability Estimation Using CF-Kernel Method for Very Large Databases (1996) (7)
- Constraints and Databases (1998) (7)
- Squeezing the Most Out of Relational Database Systems (2000) (6)
- Should we all be teaching "intro to data science" instead of "intro to databases"? (2014) (6)
- Cloud databases (2010) (6)
- Graph-based data analysis: tree-structured covariance estimation, prediction by regularized kernel estimation and aggregate database query processing for probabilistic inference (2008) (6)
- Community Systems: The World Online (2007) (6)
- Setting Realistic Think Times in Performance Testing: A Practitioner's Approach (2017) (6)
- Exploring the inherent technical challenges in realizing the potential of Big Data (2014) (6)
- Data Mining and Privacy: An Overview (2006) (6)
- An empirical comparison of predictive models for web page performance (2020) (5)
- POLARIS (2020) (5)
- Using Constraints to Query R-TreesJonathan Goldstein (1996) (5)
- Cube-space data mining (2008) (5)
- Protecting the quality of service of existing information systems (1998) (5)
- Mass spectrum labeling: theory and practice (2004) (4)
- Conjunctive query equivalence of keyed relational schemas (extended abstract) (1997) (4)
- E-ADTs: Turbo-Charging Complex Data. (1996) (4)
- Little's law based validation framework for load testing (2019) (4)
- The EDAM project: Mining atmospheric aerosol datasets: Research Articles (2005) (4)
- Learning a New View of a Database: With an Application to Mammography (2007) (4)
- Adornments in database programs (1994) (4)
- Annotations for distributed programming in logic (1986) (4)
- Efficient top-k processing over query-dependent functions (2008) (3)
- Improved query processing and data representation techniques (1999) (3)
- Efficient Evaluation of Right-, Left-, and Mult-Lineare Rules (1989) (3)
- Constraints in Databases (1996) (3)
- Apache REEF (2017) (3)
- PNUTS to Sherpa: Lessons from Yahoo!'s Cloud Database (2019) (3)
- The Claremont Report on Database (3)
- Proceedings of the 5th International Conference on Deductive and Object-Oriented Databases (1997) (3)
- good enough database caching (2005) (3)
- Deductive and Object-Oriented Databases (1997) (3)
- On the implementation of data intensive logic programs (1987) (2)
- Session details: Special section on managing information extraction (2009) (2)
- A Novel Method of Spam Mail Detection using Text Based Clustering Approach (2016) (2)
- Technique for Detecting Early-Warning Signals of Performance Deterioration in Large Scale Software Systems (2017) (2)
- A Unified Approach to Logic Program Evaluation (1989) (2)
- AN CRITICISM OF CONTEMPORARY CLOUD COMPUTING PRODUCTIONS AND ENCOUNTERS (2015) (2)
- From browsing to interacting: DBMS support for responsive websites (2000) (2)
- : A Model for Sequence Databases (1995) (2)
- From Browsing to Interacting: DBMS Support for Responive Websites (Abstract) (2000) (2)
- Hyperspace: The Indexing Subsystem of Azure Synapse (2021) (2)
- Knowledge Acquisition from Distributed , Autonomous , Semantically Heterogeneous Data and Knowledge Sources ( KADASH ) (2005) (2)
- TECHNOLOGY OF STORAGE AND PROCESSING OF ELECTRONIC DOCUMENTS WITH INTELLECTUAL SEARCH PROPERTIES (2008) (2)
- Big Data in 10 Years (2013) (2)
- The Seattle report on database research (2022) (2)
- Cloud Data Management @ Yahoo! (2010) (2)
- Winds from seattle (2020) (1)
- HighSim : Highly Effective Similarity Measurement in Large Heterogeneous Information Networks (2016) (1)
- Safety of Recursive Horn Clauses With Function Symbols (1986) (1)
- MIMSY: A System for Stock Market Analysis (1993) (1)
- Data Mining: The Next Generation (Data Mining: Die nächste Generation) (2004) (1)
- Index research (panel session): forest or trees? (2000) (1)
- Mass collaboration: a case study [customer support system] (2004) (1)
- Does social good justify risking personal privacy? (2014) (1)
- DEVise: Integrated Querying and Visual Exploration of Large Datasets (Demo Abstract) (1997) (1)
- Database support for queries by image content (2002) (1)
- Scale-out Beyond Map-Reduce (2013) (1)
- Schema and data integration in heterogeneous multidatabase systems (1996) (1)
- Deductive and Object-Oriented Databases: 5th International Conference, DOOD'97, Montreux, Switzerland, December 8-12, 1997. Proceedings (1997) (1)
- The MR Diagram - A Model for Conceptual Database Design (1985) (1)
- A Framework for Set-Oriented Computation in Inductive Logic Programming and Its Application in Generalizing Inverse Entailment (2005) (1)
- SLIC: On-The-Fly Extraction and Querying of Web Data (2006) (1)
- Reference Model for Effective Performance and Availability Monitoring in Large Scale Software Systems (2019) (1)
- Databases on the web (2007) (1)
- Keynote 1 MDM 2009 Semantics on the Web: How Do We Get There? (2009) (0)
- VLDB Endowment Board of Trustees (2007) (0)
- The Role of Hierarchies in Exploratory Data Mining (2008) (0)
- The EDAM Project: Exploratory Data Analysis and Management at Wisconsin (2004) (0)
- Integrating text search and relational databases: functionality and performance (2006) (0)
- Pushing Selections into Logic Programs (1986) (0)
- The practice of crowdsourcing is transforming the Web and giving rise to a new field (2011) (0)
- Hyperspace (2021) (0)
- Program Committees and External Reviewers (2007) (0)
- Guest Editor's Introduction: Logic-based Heterogeneous Information Systems (2000) (0)
- Data Mining: Fast Algorithms vs. Fast Results (2003) (0)
- OneProvenance: Efficient Extraction of Dynamic Coarse-Grained Provenance from Database Logs (2022) (0)
- Parallel Data Analysis (Dagstuhl Seminar 13251) (2013) (0)
- Constraints And Databases: Creating The Right Image (1994) (0)
- Some promising directions for database research (1996) (0)
- Exploratory Mining in Cube Space (Abstract of Invited Talk) (2006) (0)
- Privacy Preserving Techniques in Social Networks Data Publishing-A Review (2016) (0)
- Sequence Queries and Applications (1994) (0)
- of 5-1-1994 Constraint objects (2018) (0)
- Rules in Data-Based Systems (1997) (0)
- Introduction to the Special Issue on Constraints and Databases (2004) (0)
- Chair Vice-Chair Secretary/Treasurer (2005) (0)
- Open Research Problems in the Cloud (2021) (0)
- Benchmarking Elastic Cloud Big Data Services Under SLA Constraints (2019) (0)
- Web Data Management (2008) (0)
- CATALYSIS AND CATALYSTS (1978) (0)
- SIGMOD Officers , Committees , and Awardees ( continued ) (2012) (0)
- LST-Bench: Benchmarking Log-Structured Tables in the Cloud (2023) (0)
- Optimizing information extraction programs over evolving text (2010) (0)
- E-Learning Retrieval System Through Advanced Data Mining Clustering Technique (2012) (0)
- Similarity search in high-dimensional datasets (2005) (0)
- Proceedings of the Eighth Acm Sigact-sigmod-sigart Symposium on Principles of Database Systems Special Interest Group for Automata and Computability Theory (sigact) Special Interest Group for the Management of Data (sigmod) Special Interest Group for Artificial Intelligence (sigart) Tutorial: Non-mo (2013) (0)
- 7 Acknowledgements Example 6.1 (context Mixed-linear for Pseudo Left-linear Rules) (2007) (0)
- Privacy and Utility Preserving Task Independent Data Mining (2016) (0)
- Precomputation techniques for interactive data exploration (2002) (0)
- The Future of Information Discovery and Search: Content Optimization, Interactivity, Semantics, and Social Networks (2012) (0)
- SIGMOD Officers , Committees , and Awardees Chair Vice-Chair Secretary / (2009) (0)
- Efficient Algorithms for Allocation Policies (2005) (0)
- Cloud Computing at Yahoo! (2008) (0)
- {25 () Maintaining Global Integrity Constraints in Distributed Databases * (1997) (0)
- A Case Study on A Miner Dataset: Identifying leading research through various Models (2019) (0)
- Scientific Journals: Extinction or Explosion? (Panel) (1995) (0)
- The EDAM project: mining mass spectra and more (2004) (0)
- Research in deductive and object-oriented databases (1993) (0)
- Query model and processing optimizations for composite subset measures (2007) (0)
- Data and knowledge in database systems: relational databases (2002) (0)
- The EDAM Project : Mining Atmospheric Aerosol Datasets 1 (2004) (0)
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Raghu Ramakrishnan is affiliated with the following schools: