Thomas Neumann
German computer scientist
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Computer Science
Thomas Neumann's Degrees
- PhD Computer Science Technical University of Munich
- Masters Computer Science Technical University of Munich
- Bachelors Computer Science Technical University of Munich
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(Suggest an Edit or Addition)According to Wikipedia, Thomas Neumann is a German computer scientist and full professor for Data Science and Engineering at the Technical University of Munich . Education and career Thomas Neumann finished his studies in business informatics at the University of Mannheim in 2001 and received his doctor's degree in computer science under the supervision of Guido Moerkotte in 2005. He then worked as a senior researcher at the Max Planck Institute for Computer Science in Saarbrücken with Gerhard Weikum. During this time, Neumann developed RDF-3X, a system for graph databases. He habilitated in 2010 at Saarland University. In the same year, he joined the group for database systems at TUM under Alfons Kemper as associate professor. In 2017, he became a full professor for Data Science and Engineering, also at TUM.
Thomas Neumann's Published Works
Published Works
- RDF-3X: a RISC-style engine for RDF (2008) (641)
- The RDF-3X engine for scalable management of RDF data (2010) (634)
- HyPer: A hybrid OLTP&OLAP main memory database system based on virtual memory snapshots (2011) (627)
- Efficiently Compiling Efficient Query Plans for Modern Hardware (2011) (503)
- How Good Are Query Optimizers, Really? (2015) (417)
- The adaptive radix tree: ARTful indexing for main-memory databases (2013) (328)
- Queuing Systems (2018) (308)
- Scalable join processing on very large RDF graphs (2009) (254)
- Characteristic sets: Accurate cardinality estimation for RDF queries with multiple joins (2011) (246)
- Morsel-driven parallelism: a NUMA-aware query evaluation framework for the many-core age (2014) (231)
- Massively Parallel Sort-Merge Joins in Main Memory Multi-Core Database Systems (2012) (214)
- Fast Serializable Multi-Version Concurrency Control for Main-Memory Database Systems (2015) (185)
- Efficient top-k querying over social-tagging networks (2008) (172)
- Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation (2016) (131)
- TPC-H Analyzed: Hidden Messages and Lessons Learned from an Influential Benchmark (2013) (128)
- The mixed workload CH-benCHmark (2011) (121)
- Preventing Bad Plans by Bounding the Impact of Cardinality Estimation Errors (2009) (120)
- Analysis of two existing and one new dynamic programming algorithm for the generation of optimal bushy join trees without cross products (2006) (110)
- x-RDF-3X (2010) (105)
- A time machine for text search (2007) (104)
- Exploiting hardware transactional memory in main-memory databases (2014) (103)
- Exploiting social relations for query expansion and result ranking (2008) (98)
- Cardinality Estimation Done Right: Index-Based Join Sampling (2017) (93)
- Social Wisdom for Search and Recommendation (2008) (93)
- The linked data benchmark council: a graph and RDF industry benchmarking effort (2014) (92)
- Managing Non-Volatile Memory in Database Systems (2018) (89)
- Query optimization through the looking glass, and what we found running the Join Order Benchmark (2018) (88)
- High-Speed Query Processing over High-Speed Networks (2015) (87)
- Dynamic programming strikes back (2008) (87)
- RadixSpline: a single-pass learned index (2020) (82)
- Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask (2018) (80)
- Instant Loading for Main Memory Databases (2013) (78)
- Exploiting the query structure for efficient join ordering in SPARQL queries (2014) (78)
- The More the Merrier: Efficient Multi-Source Graph Traversal (2014) (74)
- Umbra: A Disk-Based System with In-Memory Performance (2020) (72)
- Persistent Memory I/O Primitives (2019) (70)
- How Good Are Modern Spatial Analytics Systems? (2018) (70)
- Benchmarking learned indexes (2020) (69)
- The ART of practical synchronization (2016) (68)
- Compacting Transactional Data in Hybrid OLTP & OLAP Databases (2012) (65)
- Locality-sensitive operators for parallel main-memory database clusters (2014) (60)
- Flow-Join: Adaptive skew handling for distributed joins over high-speed networks (2016) (57)
- First International Workshop on Graph Data Management Experiences and Systems (2013) (56)
- The Seattle Report on Database Research (2020) (54)
- Massively Parallel NUMA-aware Hash Joins (2013) (54)
- Get Real: How Benchmarks Fail to Represent the Real World (2018) (52)
- Main Memory Database Systems (2017) (52)
- Active knowledge: dynamically enriching RDF knowledge bases by web services (2010) (52)
- SOSD: A Benchmark for Learned Indexes (2019) (51)
- LeanStore: In-Memory Data Management beyond Main Memory (2018) (51)
- Adaptive Execution of Compiled Queries (2018) (45)
- A Combined Framework for Grouping and Order Optimization (2004) (44)
- Compiling Database Queries into Machine Code (2014) (43)
- Performance-Optimal Filtering: Bloom overtakes Cuckoo at High-Throughput (2019) (42)
- Adaptive Optimization of Very Large Join Queries (2018) (42)
- Mosaic (2020) (41)
- Taking the Edge off Cardinality Estimation Errors using Incremental Execution (2013) (40)
- Scaling Up Mixed Workloads: A Battle of Data Freshness, Flexibility, and Scheduling (2014) (39)
- Path Query Processing on Very Large RDF Graphs (2011) (38)
- CPU and cache efficient management of memory-resident databases (2013) (38)
- Query simplification: graceful degradation for join-order optimization (2009) (37)
- SQL- and Operator-centric Data Analytics in Relational Main-Memory Databases (2017) (35)
- Efficient Processing of Window Functions in Analytical SQL Queries (2015) (35)
- Consistency and Transactions in CAD Database (1982) (35)
- Accelerating queries with group-by and join by groupjoin (2011) (35)
- Near-optimal dynamic replication in unstructured peer-to-peer networks (2008) (34)
- Processing in the Hybrid OLTP & OLAP Main-Memory Database System HyPer (2013) (34)
- Estimating Cardinalities with Deep Sketches (2019) (33)
- ScyPer: elastic OLAP throughput on transactional data (2013) (32)
- A Reproducible Benchmark for P2P Retrieval (2006) (31)
- Scalable Garbage Collection for In-Memory MVCC Systems (2019) (31)
- An efficient framework for order optimization (2004) (30)
- Unnesting Arbitrary Queries (2015) (30)
- How to efficiently snapshot transactional data: hardware or software controlled? (2011) (28)
- On Representing the Design Information in a Common Database (1983) (26)
- ScyPer: A Hybrid OLTP&OLAP Distributed Main Memory Database System for Scalable Real-Time Analytics (2013) (26)
- High-Performance Geospatial Analytics in HyPerSpace (2016) (26)
- Automatic Algorithm Transformation for Efficient Multi-Snapshot Analytics on Temporal Graphs (2017) (25)
- Tidy Tuples and Flying Start: fast compilation and fast execution of relational queries in Umbra (2021) (24)
- Optimistic Lock Coupling: A Scalable and Efficient General-Purpose Synchronization Method (2019) (24)
- Benchmarking Hybrid OLTP&OLAP Database Systems (2011) (23)
- Executing Long-Running Transactions in Synchronization-Free Main Memory Database Systems (2013) (23)
- FluxCapacitor: Efficient Time-Travel Text Search (2007) (22)
- Heterogeneity-conscious parallel query execution: getting a better mileage while driving faster! (2014) (22)
- Low-Latency Communication for Fast DBMS Using RDMA and Shared Memory (2020) (22)
- HyPer: Adapting Columnar Main-Memory Data Management for Transactional AND Query Processing (2012) (22)
- Smooth Interpolating Histograms with Error Guarantees (2008) (22)
- Fast approximation of steiner trees in large graphs (2012) (21)
- Make the most out of your SIMD investments: counter control flow divergence in compiled query pipelines (2018) (21)
- Efficient generation and execution of DAG-structured query graphs (2005) (21)
- Distributed top-k aggregation queries at large (2009) (20)
- Analytics on Fast Data: Main-Memory Database Systems versus Modern Streaming Systems (2017) (20)
- Effective and Robust Pruning for Top-Down Join Enumeration Algorithms (2012) (20)
- Supporting User-Defined Notations When Integrating Scientific Text-Editors with Proof Assistance Systems (2007) (20)
- Scaling HTM-Supported Database Transactions to Many Cores (2016) (19)
- To Partition, or Not to Partition, That is the Join Question in a Real System (2021) (19)
- Adopting worst-case optimal joins in relational database systems (2020) (18)
- Every Row Counts: Combining Sketches and Sampling for Accurate Group-By Result Estimates (2019) (17)
- ML2SQL - Compiling a Declarative Machine Learning Language to SQL and Python (2019) (17)
- Rethinking Logging, Checkpoints, and Recovery for High-Performance Storage Engines (2020) (17)
- The Linked Data Benchmark Council Project (2013) (17)
- HyPer: HYbrid OLTP&OLAP High PERformance Database System (2010) (16)
- Engineering High-Performance Database Engines (2014) (16)
- Supporting hierarchical data in SAP HANA (2015) (16)
- Building blocks for persistent memory (2020) (16)
- DeltaNI: an efficient labeling scheme for versioned hierarchical data (2013) (16)
- Indexing Highly Dynamic Hierarchical Data (2015) (15)
- HyPerInsight: Data Exploration Deep Inside HyPer (2017) (14)
- DeepSPACE: Approximate Geospatial Query Processing with Deep Learning (2019) (14)
- On the Impact of Memory Allocation on High-Performance Query Processing (2019) (14)
- On-the-fly token similarity joins in relational databases (2014) (14)
- On the optimal ordering of maps and selections under factorization (2005) (14)
- Adaptive Main-Memory Indexing for High-Performance Point-Polygon Joins (2020) (14)
- One Size Fits all, Again! The Architecture of the Hybrid OLTP&OLAP Database Management System HyPer (2010) (14)
- In-Database Machine Learning: Gradient Descent and Tensor Algebra for Main Memory Database Systems (2019) (13)
- Approximate Geospatial Joins with Precision Guarantees (2018) (13)
- The Power of SQL Lambda Functions (2019) (13)
- One DBMS for all: the brawny few and the wimpy crowd (2014) (13)
- Freedom for the SQL-Lambda: Just-in-Time-Compiling User-Injected Functions in PostgreSQL (2020) (13)
- An Evaluation of Strict Timestamp Ordering Concurrency Control for Main-Memory Database Systems (2013) (13)
- ANGIE: Active Knowledge for Interactive Exploration (2009) (13)
- Metrics for Measuring the Performance of the Mixed Workload CH-benCHmark (2011) (12)
- MLearn: A Declarative Machine Learning Language for Database Systems (2019) (11)
- Estimating the Output Cardinality of Partial Preaggregation with a Measure of Clusteredness (2003) (11)
- In-Database Machine Learning with SQL on GPUs (2021) (11)
- Scalable and robust latches for database systems (2020) (11)
- Scalable Analytics on Fast Data (2019) (11)
- Monopedia: Staying Single is Good Enough - The HyPer Way for Web Scale Applications (2017) (11)
- Making SENSE: socially enhanced search and exploration (2008) (10)
- FSST: Fast Random Access String Compression (2020) (10)
- Generating optimal DAG-structured query evaluation plans (2009) (10)
- Versioning in Main-Memory Database Systems: From MusaeusDB to TardisDB (2019) (10)
- The Complete Story of Joins (in HyPer) (2017) (9)
- Building Advanced SQL Analytics From Low-Level Plan Operators (2021) (9)
- Elasticity in Cloud Databases and Their Query Processing (2013) (9)
- ML-In-Databases: Assessment and Prognosis (2021) (9)
- Query Optimization (in Relational Databases) (2009) (9)
- HyPer-sonic combined transaction and query processing (2011) (9)
- No False Negatives: Accepting All Useful Schedules in a Fast Serializable Many-Core System (2019) (9)
- Umbra as a Time Machine (2021) (8)
- Adaptive Geospatial Joins for Modern Hardware (2018) (8)
- Indexing Set-Valued Attributes with a Multi-level Extendible Hashing Scheme (2007) (8)
- Algebraic query optimization for distributed top-k queries (2007) (8)
- A Robust Scheme for Multilevel Extendible Hashing (2003) (8)
- Mosaic: A Budget-Conscious Storage Engine for Relational Database Systems (2020) (7)
- JSON Tiles: Fast Analytics on Semi-Structured Data (2021) (7)
- Meet Me Halfway: Split Maintenance of Continuous Views (2020) (7)
- Optimizing Distributed Top-k Queries (2008) (7)
- Tree-Encoded Bitmaps (2020) (7)
- Parallel Array-Based Single- and Multi-Source Breadth First Searches on Large Dense Graphs (2017) (7)
- The mainframe strikes back: elastic multi-tenancy using main memory database systems on a many-core server (2012) (6)
- Making Compiling Query Engines Practical (2019) (6)
- A Framework for Reasoning about Share Equivalence and Its Integration into a Plan Generator (2009) (6)
- High-Performance Main-Memory Database Systems and Modern Virtualization: Friends or Foes? (2015) (6)
- Evaluation of parallel graph loading techniques (2016) (6)
- Self-Tuning Query Scheduling for Analytical Workloads (2021) (6)
- B²-Tree: Cache-Friendly String Indexing within B-Trees (2021) (6)
- TardisDB: Extending SQL to Support Versioning (2021) (6)
- Concurrent online sampling for all, for free (2020) (6)
- Early Grouping Gets the Skew (2002) (6)
- A Survey of DB Requirements for Graphical Applications in Engineering (1979) (5)
- The linked data benchmark council (LDBC) (2012) (5)
- ArrayQL Integration into Code-Generating Database Systems (2022) (5)
- Efficient Batched Distance, Closeness and Betweenness Centrality Computation in Unweighted and Weighted Graphs (2017) (5)
- ArrayQL for Linear Algebra within Umbra (2021) (5)
- Profiling dataflow systems on multiple abstraction levels (2021) (5)
- Freedom for the SQL-Lambda (2020) (5)
- Meet me halfway (2020) (4)
- ARTful Skyline Computation for In-Memory Database Systems (2020) (4)
- START — Self-Tuning Adaptive Radix Tree (2020) (4)
- RDF-Stores und RDF-Query-Engines (2011) (4)
- A Practical Approach to Groupjoin and Nested Aggregates (2021) (4)
- On another level: how to debug compiling query engines (2020) (4)
- A Tailored Regression for Learned Indexes: Logarithmic Error Regression (2021) (4)
- The Case for Hybrid Succinct Data Structures (2020) (4)
- GeoBlocks: A Query-Driven Storage Layout for Geospatial Data (2019) (4)
- Service Bus (2009) (4)
- Single phase construction of optimal DAG-structured QEPs (2008) (3)
- One Buffer Manager to Rule Them All: Using Distributed Memory with Cache Coherence over RDMA (2021) (3)
- B2-Tree: Page-Based String Indexing in Concurrent Environments (2022) (3)
- Evolution of a Compiling Query Engine (2021) (3)
- GeoBlocks: A Query-Cache Accelerated Data Structure for Spatial Aggregation over Polygons (2020) (3)
- Efficient Batched Distance and Centrality Computation in Unweighted and Weighted Graphs (2017) (3)
- Domain Query Optimization: Adapting the General-Purpose Database System Hyper for Tableau Workloads (2019) (3)
- Plush: A Write-Optimized Persistent Log-Structured Hash-Table (2022) (3)
- Order Indexes: supporting highly dynamic hierarchical data in relational main-memory database systems (2017) (3)
- RadixSpline (2020) (3)
- Social recommendations at work (2008) (3)
- Get Tracked: A Triple Store for RFID Traceability Data (2012) (2)
- System R (R*) Optimizer (2009) (2)
- Monopedia (2017) (2)
- CAD data base requirements and architectures (1980) (2)
- Umbra as a Time Machine: Adding a Versioning Type to SQL (2021) (2)
- FSST (2020) (2)
- TopEx: topic exploration of COVID-19 corpora - Results from the BioCreative VII Challenge Track 4 (2022) (2)
- Plush (2022) (2)
- Reasoning in the Presence of NULLs (2018) (2)
- Combining Worst-Case Optimal and TraditionalBinary Join Processing (2020) (2)
- On the Optimal Ordering of Maps, Selections, and Joins Under Factorization (2006) (2)
- Hochperformante Analyse von Graph-Datenbanken (2015) (2)
- Extending the MPSM Join (2013) (2)
- The Seattle report on database research (2022) (2)
- Business Component System (2001) (2)
- Search for the Best but Expect the Worst - Distributed Top-k Queries over Decreasing Aggregated Scores (2007) (2)
- Effiziente Integration von Data- und Graph-Mining-Algorithmen in relationale Datenbanksysteme (2015) (2)
- Faster Join Enumeration for Complex Queries (2008) (1)
- Secret-Key Encryption (2009) (1)
- User-defined operators (2022) (1)
- A Scalable and Generic Approach to Range Joins (2022) (1)
- Benchmarking Elastic Query Processing on Big Data (2014) (1)
- Special Issue: Modern Hardware (2016) (1)
- DuckDB-wasm (2022) (1)
- Memory-Optimized Multi-Version Concurrency Control for Disk-Based Database Systems (2022) (1)
- Coupling Knowledge Bases and Web Services for Active Knowledge (2009) (1)
- Experimental Study of Memory Allocation for High-Performance Query Processing (2019) (1)
- Statistical Decision Techniques (2009) (1)
- Recursive SQL and GPU-support for in-database machine learning (2022) (1)
- DuckDB-Wasm: Fast Analytical Processing for the Web (2022) (1)
- Optimizing Ranked Retrieval (2007) (1)
- User-Defined Operators: Efficiently Integrating Custom Algorithms into Modern Databases (2022) (1)
- Efficient Query Processing in RDF Databases (2014) (1)
- In Memory Data Management and Analysis (2015) (1)
- TopEx: Topic Exploration of COVID-19 Corpora (2021) (1)
- The Computational Database for Real World Awareness CompDB (2016) (0)
- Make the most out of your SIMD investments: counter control flow divergence in compiled query pipelines (2019) (0)
- DFG Priority Program SPP 2037: Scalable Data Management for Future Hardware (2019) (0)
- Efficient Evaluation of Arbitrarily-Framed Holistic SQL Aggregates and Window Functions (2022) (0)
- Adaptive Hybrid Indexes (2022) (0)
- Practical planning and execution of groupjoin and nested aggregates (2022) (0)
- Efficient Batched Distance, Closeness and Betweenness Centrality Computation in Unweighted and Weighted Graphs (2017) (0)
- N 3458 : Simple Database Integration in C + + 11 (2012) (0)
- NN2SQL: Let SQL Think for Neural Networks (2023) (0)
- Start / stop system in the Porsche Panamera (2010) (0)
- HyPer : one DBMS for all High-Performance OLTP AND OLAP on Brawny Servers AND Wimpy Devices (2014) (0)
- Bringing Compiling Databases to RISC Architectures (2023) (0)
- [5th Prize] F. Hausmann & M.V. Müller Architekten, Köln (2002) (0)
- Proceedings of the 15th Symposium on Database Programming Languages (2015) (0)
- 08421 Working Group: Classification, Representation and Modeling (2009) (0)
- Seamless Integration of Parquet Files into Data Processing (2023) (0)
- Order Indexes: supporting highly dynamic hierarchical data in relational main-memory database systems (2016) (0)
- Query optimization through the looking glass, and what we found running the Join Order Benchmark (2017) (0)
- The Database Group at TUM www-db.in.tum.de (2014) (0)
- LinDP++: Generalizing Linearized DP to Crossproducts and Non-Inner Joins (2019) (0)
- The Database Group at TUM (2014) (0)
- The mainframe strikes back: multi tenancy in the Main memory database hyper on a TB-server (2011) (0)
- The Linked Data Benchmark Council Project (2013) (0)
- On-Demand State Separation for Cloud Data Warehousing (2022) (0)
- DaMoN 19: The 15th International Workshop on Data Management on New Hardware (2019) (0)
- 57 Extending the MPSM Join (0)
- Communication-Optimal Parallel Reservoir Sampling (2023) (0)
- Dominant Control - A Proposal for the Classification of International Transactions of Modern Software (2017) (0)
- Special Issue: Modern Hardware (2016) (0)
- Spatio-Temporal Graphs (2009) (0)
- Query Rewriting Using Views (2009) (0)
- MLearn (2019) (0)
- DeepSPACE (2019) (0)
- TardisDB (2021) (0)
- Working Group : Classification , Representation and Modeling (2009) (0)
- Efficient Query Processing on Modern Hardware (2011) (0)
- Storage Array (2009) (0)
- Spatial Analysis (2018) (0)
- Statistical Disclosure Control (SDC) (2009) (0)
- Service Item (2020) (0)
- IEEE Trans. Knowl. Data Eng., 13(2):298–315, 2001. (2009) (0)
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