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Learning Decision Trees Recurrently Through Communication [article]

Stephan Alaniz, Diego Marcos, Bernt Schiele, Zeynep Akata
2021 arXiv   pre-print
On three benchmark image classification datasets, including the large-scale ImageNet, our model generates human interpretable binary decision sequences explaining the predictions of the network while maintaining  ...  Instead of assigning a label to an image directly, we propose to learn iterative binary sub-decisions, inducing sparsity and transparency in the decision making process.  ...  Our Explainable Observer-Classifier (XOC) model uses the attribute loss to incorporate explainable binary decisions. Hence, this model provides both introspection and rationalization.  ... 
arXiv:1902.01780v3 fatcat:urh26lbxgbentlj3xiamx3slwy

Evolution of Transcription Activator-Like Effectors in Xanthomonas oryzae

Annett Erkes, Maik Reschke, Jens Boch, Jan Grau
2017 Genome Biology and Evolution  
We observe that codon pairs coding for individual RVDs are conserved to a similar degree as the flanking repeat sequence.  ...  We find indications that the reassortment of TALE genes in clusters is mediated by an integron-like mechanism in Xoc.  ...  Acknowledgments We thank Stefan Posch and Cornelius Schmidtke for valuable discussions.  ... 
doi:10.1093/gbe/evx108 pmid:28637323 pmcid:PMC5512977 fatcat:z45dellcnfccpnyiaf76rtphyq

NBDT: Neural-Backed Decision Tree

Alvin Wan, Lisa Dunlap, Daniel Ho, Jihan Yin, Scott Lee, Suzanne Petryk, Sarah Adel Bargal, Joseph E. Gonzalez
2021 International Conference on Learning Representations  
In response, previous work combines decision trees with deep learning, yielding models that (1) sacrifice interpretability for accuracy or (2) sacrifice accuracy for interpretability.  ...  Code and pretrained NBDTs are at github.com/alvinwan/neural-backed-decision-trees. ⇤ denotes equal contribution  ...  We observe that humans trust NBDT-explained prediction more often than the saliency-explained predictions.  ... 
dblp:conf/iclr/WanDHYLPBG21 fatcat:tjaz6xabzrb5bnypiv4ptvxw2i

NBDT: Neural-Backed Decision Trees [article]

Alvin Wan, Lisa Dunlap, Daniel Ho, Jihan Yin, Scott Lee, Henry Jin, Suzanne Petryk, Sarah Adel Bargal, Joseph E. Gonzalez
2021 arXiv   pre-print
In response, previous work combines decision trees with deep learning, yielding models that (1) sacrifice interpretability for accuracy or (2) sacrifice accuracy for interpretability.  ...  Code and pretrained NBDTs are at https://github.com/alvinwan/neural-backed-decision-trees.  ...  We observe that humans trust NBDT-explained prediction more often than the saliency-explained predictions.  ... 
arXiv:2004.00221v3 fatcat:u5rzlprh45hpjeefskjg2tvgpq

A lower bound on the performance of the quadratic discriminant function

Tristrom Cooke
2004 Journal of Multivariate Analysis  
The current paper derives an upper bound for the classification error due to a quadratic decision surface.  ...  surface, so that x is classified as from class 1 when x T Ax þ b T xoc; and class 2 otherwise.  ...  Introduction The binary classification problem for distinguishing between two classes of points in a multidimensional hyperspace has been well studied in the literature.  ... 
doi:10.1016/j.jmva.2003.11.005 fatcat:3toifahkmrblflv3e4aoxkntfa

The human amygdala parametrically encodes the intensity of specific facial emotions and their categorical ambiguity

Shuo Wang, Rongjun Yu, J. Michael Tyszka, Shanshan Zhen, Christopher Kovach, Sai Sun, Yi Huang, Rene Hurlemann, Ian B. Ross, Jeffrey M. Chung, Adam N. Mamelak, Ralph Adolphs (+1 others)
2017 Nature Communications  
The human amygdala is a key structure for processing emotional facial expressions, but it remains unclear what aspects of emotion are processed.  ...  Acknowledgements We thank all patients for their participation and Farshad Moradi for providing the morphing algorithm.  ...  The funders had no role in study design, data collection and analysis, decision to publish or preparation of the manuscript.  ... 
doi:10.1038/ncomms14821 pmid:28429707 pmcid:PMC5413952 fatcat:nj4qlzf2lngfjhidishgus34vi

Evolution of Transcription Activator-Like Effectors in Xanthomonas oryzae [article]

Annett Erkes, Maik Reschke, Jens Boch, Jan Grau, University, My, University, My
2019
We observe that codon pairs coding for individual RVDs are conserved to a similar degree as the flanking repeat sequence.  ...  We find indications that the reassortment of TALE genes in clusters is mediated by an integron-like mechanism in Xoc.  ...  Acknowledgments We thank Stefan Posch and Cornelius Schmidtke for valuable discussions.  ... 
doi:10.15488/4791 fatcat:smv35d5vebezrbz647yudvnafe

General and physical chemistry

1907 Journal of the Chemical Society Abstracts  
refractive indices of water and sea-water have been measured a t 15" for a number of wave-lengths. For three different wave-lengths the temperature coefficients have also been determined.  ...  The refractive index of a sample of water, prepared and kept in platinum vessels, for the iron line E (wave-length 5270.11) was found to be nf E5' = 1.3356359. H. M. D.  ...  Xoc., 1907, 14, 27-29 ).-7!  ... 
doi:10.1039/ca9079205205 fatcat:4xsp37hprbgv5oy47jawgtjgiq

General and physical chemistry

1921 Journal of the Chemical Society Abstracts  
refractive indices of mercury and thallium vapour have been determined for a number of wave-lengths both by the prism method and the interferometer method.  ...  The dispersion curve for nonluminous thallium vapour indicates the existence of pomalous dispersion at the wave-lengths hh5350.65 and 6000 A.U.  ...  If the Traube narcosis hypothesis is substituted for Gibbs's positivity, then all abnormalities can be explained.  ... 
doi:10.1039/ca9212005665 fatcat:chr25chqyrcchditjyrzeehzzy

Studies in Vegetable Biology.-VI. An Investigation into the True Nature of Callus:-The Vegetable-Marrow and Ballia callitricha, Ag

Spencer Le M. Moore
1891 Journal of the Linnean Society of London Botany  
-Throughout the research this matter was carefully attended to : the reason for this will be explained TJNN. J0URN.-BOTBNP, VOL. XXVII. N hereafter, when treating of Balkicr callitricha *.  ...  Hence the substance of Ballia-stoppers should not be classified with them. 7.  ... 
doi:10.1111/j.1095-8339.1891.tb00114.x fatcat:jmmuwflyszfs5as5woozd76b2u

General and physical chemistry

1908 Journal of the Chemical Society Abstracts  
Xoc., 1908, 81, A , 219--220).  ...  The small deviations observed with methyl and propyl alcohols, carbon tetrachloride, and stannic chloride are explainable as polymerisation effects and experimental errors.  ...  rapidly by the issuing steam, and the process of distillation is considerably hastened. determining the latent heat of vaporisation of certain substances by a modification of Kahlenberg's method, it was observed  ... 
doi:10.1039/ca9089405785 fatcat:u4jdvynjlfahdjaoieze7ricue

Programme Booklet Of The 11Th Iscb Student Council Symposium, Dublin, 2015 [article]

Mehedi Hassan, R Gonzalo Parra
2015 Zenodo  
In summary, our model can be used to explain plau-sible underlying mechanisms for oncogenic signaling.  ...  Of different approaches, we consider SNP based binary classification and scoring based genes prioritization as better models for diseasome studies.  ...  The chairs for this meeting were Yassine Souilmi and Chinmay Kumar Dwibedi.  ... 
doi:10.5281/zenodo.1253018 fatcat:b75h2xdwmralzfqdhs6jd6k4vm

General and physical chemistry

1915 Journal of the Chemical Society Abstracts  
Xoc., 1915, 37. 458--470).-1n Published on 01 January 1915.  ...  been put forward t o explain the abnormality.  ... 
doi:10.1039/ca9150805193 fatcat:ukowpm2sc5gqrgjtavjxxfgxua

Multi-Dimensional Event Data in Graph Databases

Stefan Esser, Dirk Fahland
2021 Journal on Data Semantics  
The queries allow for efficiently converting large real-life event data sets into our data model, and we provide 5 converted data sets for further research.  ...  We provide semantics for all concepts of our data model, and generic queries for modeling event data over multiple entities that interact synchronously and asynchronously.  ...  , and without the regular availability of George Fletcher for introducing us to graph databases and providing insights into this field.  ... 
doi:10.1007/s13740-021-00122-1 fatcat:vq7tb6jxtnfg3bqojens3fy36y

Predictive Object-Centric Process Monitoring [article]

Timo Rohrer, Anahita Farhang Ghahfarokhi, Mohamed Behery, Gerhard Lakemeyer, Wil M.P. van der Aalst
2022 arXiv   pre-print
Traditionally, data is extracted from systems in the form of an event log with a single identifying case notion, such as an order id for an Order to Cash (O2C) process.  ...  However, real processes often have multiple object types, for example, order, item, and package, so a format that forces the use of a single case notion does not reflect the underlying relations in the  ...  I would also like to thank them for enabling this inter-institute thesis, where I was able to gather compelling insights into both KBSG and PADS.  ... 
arXiv:2207.10017v1 fatcat:ujg3ncq7yrbtbnn4e5a4mvb5ey
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