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Interpretation of Dimensionality Reduction with Supervised Proxies of User-defined Labels

, 2021
Research on Machine learning (ML) explainability has received a lot of focus in recent times. The interest, however, mostly focused on supervised models, while other ML fields have not had the same level of attention. Despite its usefulness in a variety of different fields, unsupervised learning explainability is still an open issue.
openaire   +1 more source

Unveiling the energy-growth nexus: a compelling journey through four key hypotheses

Research in Globalization
This review offers a critical and comprehensive reassessment of the energy-growth nexus (EGN) literature, shedding new light on the intricate and evolving relationship between energy consumption (EC) and economic growth (EG).
Arooj Bashir, Nabila Khurshid
doaj   +1 more source

E-TCAV: Formalizing Penultimate Proxies for Efficient Concept Based Interpretability

TCAV (Testing with Concept Activation Vectors) is an interpretability method that assesses the alignment between the internal representations of a trained neural network and human-understandable, high-level concepts. Though effective, TCAV suffers from significant computational overhead, inter-layer disagreement of TCAV scores, and statistical ...
Aslam, Hasib, Chattha, Muhammad Ali, Mukhtar, Muhammad Taha, Malik, Muhammad Imran, Dengel, Andreas, Ahmed, Sheraz   +5 more
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Analysis method and indicator optimization of astronomical cycles in lacustrine fine-grained sedimentary strata-a case study of the Es4 scs in well niuye 1, Dongying Sag, Jiyang Depression, Bohai Bay Basin

Geomechanics and Geophysics for Geo-Energy and Geo-Resources
Cyclostratigraphic division in fine-grained sedimentary strata provides a fundamental basis for oil and gas exploration in such deposits. With continued research, increasing complexity and variability in cyclostratigraphic indicators and analytical ...
Ledan Yu, Jiao Wang, Jun Peng
doaj   +1 more source

Assessing the applicability of protein residues in combination with lipid residues to reconstruct Indus foodways from Gujarat

Quaternary Environments and Humans
When extracted and analysed in tandem, proteomics and lipid residue analysis can provide high resolution identification of ancient foodstuff. Here, we apply lipid residue and shotgun proteomic analyses to 11 ceramic vessel sherds from the Gujarat, India ...
Kalyan Sekhar Chakraborty, Lindsey Paskulin, Prabodh Shirvalkar, Yadubirsingh Rawat, Heather M.-L. Miller, Greg Slater, Camilla Speller   +6 more
doaj   +1 more source

Can digital brain twins dissolve the uncertainties surrounding unresponsive wakefulness?

BMC Medical Ethics
Unresponsive Wakefulness Syndrome (UWS), a condition characterized by wakefulness without awareness, presents significant medical and moral uncertainties, particularly in end-of-life decision-making.
Giuseppe Comerci, Stella Mosetti, Andrew J. Barnhart, Matthias Braun   +3 more
doaj   +1 more source

Not all dietary diversity scores can legitimately be interpreted as proxies of diet quality [PDF]

Public Health Nutrition, 2016
/Verger, Eric, /Dop, Marie-Claude, /Martin-Prével, Yves   +2 more
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The architecture of forensic knowledge: Ontology, transformation, and capture. [PDF]

Forensic Sci Int Synerg
Houck MM.
europepmc   +1 more source

Revisiting the greatness of Earth's great oxidation. [PDF]

Commun Earth Environ
Crockford PW, Sugiyama I, Kipp MA, Hao J, Nelson LL, Hemingway JD, Wimmer S, Fakhraee M.   +7 more
europepmc   +1 more source

Reassessing the evidence linking clinical leadership to AI deployment outcomes. [PDF]

NPJ Digit Med
Bair H.
europepmc   +1 more source