Bibliography¶
Where possible, the following citations are based on conventions at https://www.bibsonomy.org/
Journal abbreviations use ISO 4, available at https://academic-accelerator.com/Journal-Abbreviation/System
Links to online versions of cited works use DOIs when available, then separately list open access URLs obtained through https://github.com/Coleridge-Initiative/RCApi
– A –¶
alexopoulos2020¶
Semantic Modeling for Data: Avoiding Pitfalls and Breaking Dilemmas
Panos Alexopoulos
O'Reilly Media (2020)
anderson2020dt¶
Data Teams: A Unified Management Model for Successful Data-Focused Teams
Jesse Anderson
Apress (2020)
– B –¶
bachbhg17¶
"Hinge-loss Markov random fields and probabilistic soft logic"
Stephen H. Bach, Matthias Broecheler, Bert Huang, Lise Carol Getoor
J Mach Learn Res 18:109, pp. 1-67 (2017)
open: https://arxiv.org/abs/1505.04406
batageljm01¶
"A subquadratic triad census algorithm for large sparse networks with small maximum degree"
Vladimir Batagelj, Andrej Mrvar
Soc Networks 23:3, pp. 237-243 (2001)
open: http://vlado.fmf.uni-lj.si/pub/networks/doc/triads/triads.pdf
bell2019¶
Get Programming: Learn to code with Python
Ana Bell
Manning (2018)
breiman2001¶
"Statistical Modeling: The Two Cultures"
Leo Breiman
Statist. Sci. 16:3 (2001)
brewer2012cap¶
"CAP Twelve years later: How the 'Rules' have Changed"
Eric Brewer
Computer 45:2 (2012)
– C –¶
ceder2018¶
The Quick Python Book, Third Edition
Naomi Ceder
Manning (2018)
chollet2017¶
Deep Learning with Python
François Chollet
Manning (2017)
chong2021ds¶
Become a Leader in Data Science
Jike Chong, Yue Cathy Chang
Manning (2021)
– D –¶
das2020meta¶
"Metadata Day 2020"
Shirshanka Das, Paco Nathan, Nadiya Hayes, Joe M. Hellerstein,
Kapil Surlaker, Chris Williams, Natasha F. Noy,
Daniella Lowenberg, Ian Mulvany, Mark Grover, Alejandro Saucedo,
Deborah L. McGuinness, Ted Habermann, Charles Smith, Julien Le Dem,
Deepak Chandramouli, Igor Perisic, Sunheng Taing, Satyen Sangani,
Aaron Kalb, Daniel Rincon Silva
LinkedIn (2020)
dooley2018npj¶
"FoodOn: a harmonized food ontology to increase global food traceability, quality control and data integration"
D.M. Dooley, E.J. Griffiths, G.S. Gosal, P.L. Buttigieg, R. Hoehndorf, M.C. Lange, L.M. Schriml, F.S.L. Brinkman, W.W.L. Hsiao
npj Sci Food 2, p. 23 (2018)
– G –¶
gosnell2020¶
The Practitioner's Guide to Graph Data
Denise Gosnell, Matthias Broecheler
O'Reilly Media (2020)
gutierrez2019¶
"A Brief History of Knowledge Graph's Main Ideas: A tutorial"
Claudio Gutierrez, Juan F. Sequeda
CACM (2020)
open: http://knowledgegraph.today/paper.html
gruber1993ata¶
"A translation approach to portable ontology specifications"
Thomas R. Gruber
Knowledge Acquisition 5 (1993)
– H –¶
hellersteinsgsa17¶
"Ground: A Data Context Service"
Joseph M. Hellerstein, Vikram Sreekanti, Joseph E. Gonzalez,
James Dalton, Akon Dey, Sreyashi Nag, Krishna Ramachandran,
Sudhanshu Arora, Arka Bhattacharyya, Shirshanka Das,
Mark Donsky, Gabriel Fierro, Chang She, Carl Steinbach,
Venkat Subramanian, Eric Sun
CIDR (2017)
hitzler2018¶
"A Tutorial on Modular Ontology Modeling with Ontology Design Patterns: The Cooking Recipes Ontology"
P. Hitzler, A. Krisnadhi
arXiv (2018)
hogan2020knowledge¶
"Knowledge Graphs"
Aidan Hogan, Eva Blomqvist, Michael Cochez, Claudia d'Amato,
Gerard de Melo, Claudio Gutierrez, José Emilio Labra Gayo,
Sabrina Kirrane, Sebastian Neumaier, Axel Polleres,
Roberto Navigli, Axel-Cyrille Ngonga Ngomo, Sabbir M. Rashid,
Anisa Rula, Lukas Schmelzeisen, Juan Sequeda, Steffen Staab,
Antoine Zimmermann
arXiv (2020)
– J –¶
jonas2019cloud¶
"Cloud Programming Simplified: A Berkeley View on Serverless Computing"
Eric Jonas, Johann Schleier-Smith, Vikram Sreekanti,
Chia-Che Tsai, Anurag Khandelwal, Qifan Pu, Vaishaal Shankar,
Joao Carreira, Karl Krauth, Neeraja Yadwadkar, Joseph E. Gonzalez,
Raluca Ada Popa, Ion Stoica, David A. Patterson
arXiv (2019)
– K –¶
knublauch2017shacl¶
"Shapes Constraint Language (SHACL)"
Holger Knublauch, Dimitris Kontokostas
W3C (2017)
kreps2014¶
I Heart Logs: Event Data, Stream Processing, and Data Integration
Jay Kreps
O'Reilly Media (2014)
– L –¶
ledem2013hadoop¶
"Parquet: Columnar storage for the people""
Julien Le Dem
Hadoop Summit (2013)
lenat1982aaai¶
"Heuretics: Theoretical and Experimental Study of Heuristic Rules"
Douglas B. Lenat
AAAI (1982)
lenat1984ai¶
"Why AM and Eurisko appear to work"
Douglas B. Lenat, John Seely Brown
Artificial Intelligence 23:3 (1984)
linden2006early¶
"Early Amazon: Splitting the website"
Greg Linden
Geeking with Greg (2006)
lorica2020nlp¶
"2020 NLP Survey Report"
Ben Lorica, Paco Nathan
Gradient Flow (2020)
lorica2020rai¶
"Responsible AI in Practice"
Ben Lorica, Paco Nathan, Gina Blaber, Andrew Burt,
Rumman Chowdhury, Yishay Carmiel
Gradient Flow (2020)
– M –¶
monarch2021hitl¶
Human-in-the-Loop Machine Learning
Robert (Munro) Monarch
Manning (2021)
– N –¶
nathan2014jem¶
Just Enough Math
Paco Nathan
O'Reilly Media (2014)
nathan2019fifty¶
Fifty Years of Data Management and Beyond
Paco Nathan
O'Reilly Media (2019)
negro2021¶
Graph-Powered Machine Learning
Alessandro Negro
Manning (2021)
noy2001ontology¶
"Ontology Development 101: A Guide to Creating Your First Ontology"
Natalya F. Noy, Deborah L. McGuinness
Stanford Knowledge Systems Laboratory Technical Report KSL-01-05 (2001)
– P –¶
peirce1882¶
MS 514: "Existential Graphs"
Charles Sanders Peirce
New Elements of Mathematics (1882)
perrone2020network¶
"Network visualizations with Pyvis and VisJS"
Giancarlo Perrone, Jose Unpingco, Haw-minn Lu
arXiv (2020)
procida2020¶
"Diátaxis Framework: A Systematic Framework for Technical Documentation Authoring"
Daniele Procida
Diátaxis (2021)
– S –¶
sam2014odp¶
"An ontology design pattern for cooking recipes: classroom created"
M. Sam, A. Krisnadhi, C. Wang, J.C. Gallagher, P. Hitzler
Proceedings of the 5th International Conference on Ontology and Semantic Web Patterns 1302, pp. 49–60 (2014)
shadbolt06semantic¶
"The Semantic Web Revisited"
Nigel Shadbolt, Wendy Hall, Tim Berners-Lee
IEEE Intell Syst 21:3 (2006)
open: https://eprints.soton.ac.uk/262614/1/Semantic_Web_Revisted.pdf
singhal2012things¶
"Introducing the Knowledge Graph: things, not strings"
Amit Singhal
Google (2012)
song2020¶
"New and improved Workers Docs"
David Song
CloudFlare (2020-08-19)
– V –¶
vardeman2014ceur¶
"An Ontology Design Pattern for Material Transformation"
C. Vardeman, A. Krisnadhi, M. Cheatham, K. Janowicz, H. Ferguson, P. Hitzler, A. Buccellato, K. Thirunarayan, G. Berg-Cross, T. Hahmann
CEUR Workshop Proceedings 1302 (2014)
victorino2020¶
"How Stripe Built a Writing Culture"
RC Victorino
Slab (2020-09-02)
– W –¶
wilkinson1999¶
The Grammar of Graphics
Leland Wilkinson, et al.
Springer (1999-08-19)
wickham2010layered¶
"A layered grammar of graphics"
Hadley Wickham
J Comput Graph Stat, vol. 19, no. 1, pp. 3–28 (2010)
open: http://vita.had.co.nz/papers/layered-grammar.pdf
– Z –¶
zahariacfss10¶
"Spark: Cluster Computing with Working Sets"
Matei Zaharia, Mosharaf Chowdhury, Michael J. Franklin, Scott Shenker, Ion Stoica
HotCloud (2010)
open: https://www.usenix.org/legacy/event/hotcloud10/tech/full_papers/Zaharia.pdf