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Data Quality and Explainable AI
ACM Journal of Data and Information Quality, 2020 In this work, we provide some insights and develop some ideas, with few technical details, about the role of explanations in Data Quality in the context of data-based machine learning models (ML).L. Bertossi, Floris Geertssemanticscholar +1 more sourceATLAS data quality operations and performance for 2015-2018 data-taking [PDF]
, 2019 The ATLAS detector at the Large Hadron Collider reads out particle collision data from over 100 million electronic channels at a rate of approximately $100$ kHz, with a recording rate for physics events of approximately 1 kHz.G. Aad, B. Abbott, D. Abbott, A. A. Abud, K. Abeling, D. K. Abhayasinghe, S. H. Abidi, O. AbouZeid, N. Abraham, H. Abramowicz, H. Abreu, Y. Abulaiti, B. Acharya, B. Achkar, S. Adachi, L. Adam, C. Bourdarios, L. Adamczyk, L. Adamek, J. Adelman, M. Adersberger, A. Adiguzel, S. Adorni, T. Adye, T. Affolder, Y. Afik, C. Agapopoulou, M. N. Agaras, A. Aggarwal, C. Agheorghiesei, J. Saavedra, F. Ahmadov, W. S. Ahmed, X. Ai, G. Aielli, S. Akatsuka, T. Åkesson, E. Akilli, A. Akimov, K. Khoury, G. Alberghi, J. Albert, M. A. Verzini, S. Alderweireldt, M. Aleksa, I. Aleksandrov, C. Alexa, T. Alexopoulos, A. Alfonsi, F. Alfonsi, M. Alhroob, B. Ali, M. Aliev, G. Alimonti, S. P. Alkire, C. Allaire, B. Allbrooke, B. W. Allen, P. Allport, A. Aloisio, F. Alonso, C. Alpigiani, A. Alshehri, M. A. Estevez, M. Alviggi, Y. A. Coutinho, A. Ambler, L. Ambroz, C. Amelung, D. Amidei, S. D. Santos, S. Amoroso, C. Amrouche, F. An, C. Anastopoulos, N. Andari, T. Andeen, C. Anders, J. Anders, A. Andreazza, G. Andrei, C. Anelli, S. Angelidakis, A. Angerami, A. Anisenkov, A. Annovi, C. Antel, M. Anthony, E. Antipov, M. Antonelli, D. Antrim, F. Anulli, M. Aoki, J. A. Pozo, L. A. Bella, Juan Pedro Araque Espinosa, V. A. Ferraz, R. A. Pereira, C. Arcangeletti, A. Arce, F. A. Arduh, J. Arguin, S. Argyropoulos, J. Arling, A. Armbruster, A. Armstrong, O. Arnaez, H. Arnold, Z. P. A. Tame, G. Artoni, S. Artz, S. Asai, T. Asawatavonvanich, N. Asbah, E. Asimakopoulou, L. Asquith, J. Assahsah, K. Assamagan, R. Astalos, R. Atkin, M. Atkinson, N. B. Atlay, H. Atmani, K. Augsten, G. Avolio, R. Avramidou, M. K. Ayoub, A. Azoulay, G. Azuelos, H. Bachacou, K. Bachas, M. Backes, F. Backman, P. Bagnaia, M. Bahmani, S. Bahrasemani, A. Bailey, V. R. Bailey, J. Baines, M. Bajic, C. Bakalis, K. Baker, P. Bakker, D. B. Gupta, S. Balaji, E. Baldin, P. Balek, F. Balli, W. Balunas, J. Balz, E. Banas, A. Bandyopadhyay, S. Banerjee, A. Bannoura, L. Barak, W. Barbe, E. Barberio, D. Barberis, M. Barbero, G. Barbour, T. Barillari, M. Barisits, J. Barkeloo, T. Barklow, R. Barnea, S. Barnes, B. Barnett, M. Barnett, Zuzana Blenessy, A. Baroncelli, G. Barone, A. Barr, L. B. Navarro, F. Barreiro, J. G. D. Costa, S. Barsov, R. Bartoldus, G. Bartolini, A. Barton, P. Bartos, A. Basalaev, A. Basan, A. Bassalat, M. Basso, R. Bates, S. Batlamous, R. Batley, B. Batool, M. Battaglia, M. Bauce, F. Bauer, K. Bauer, H. Bawa, J. Beacham, T. Beau, P. Beauchemin, F. Becherer, P. Bechtle, H. Beck, H. Beck, A. Becker, C. Becot, A. Beddall, A. Beddall, V. Bednyakov, M. Bedognetti, C. Bee, T. Beermann, M. Begalli, M. Begel, A. Behera, K. Behr, F. Beisiegel, A. Bell, G. Bella, L. Bellagamba, A. Bellerive, P. Bellos, K. Beloborodov, K. Belotskiy, N. Belyaev, D. Benchekroun, N. Benekos, Y. Benhammou, D. Benjamin, M. Benoit, J. Bensinger, S. Bentvelsen, L. Beresford, M. Beretta, D. Berge, E. B. Kuutmann, N. Berger, B. Bergmann, L. Bergsten, J. Beringer, S. Berlendis, G. Bernardi, C. Bernius, T. Berry, P. Berta, C. Bertella, I. Bertram, O. B. Bylund, N. Besson, A. Bethani, S. Bethke, A. Betti, A. Bevan, J. Beyer, D. Bhattacharya, P. Bhattarai, R. Bi, R. Bianchi, O. Biebel, D. Biedermann, R. Bielski, K. Bierwagen, N. Biesuz, M. Biglietti, T. Billoud, M. Bindi, A. Bingul, C. Bini, S. Biondi, M. Birman, T. Bisanz, J. Biswal, D. Biswas, A. Bitadze, C. Bittrich, Kristian Bjoerke, K. Black, T. Blažek, I. Bloch, C. Blocker, A. Blue, U. Blumenschein, G. Bobbink, V. Bobrovnikov, S. Bocchetta, A. Bocci, D. Boerner, D. Bogavac, A. Bogdanchikov, C. Bohm, V. Boisvert, P. Bokan, T. Bold, A. Boldyrev, A. Bolz, M. Bomben, M. Bona, J. Bonilla, M. Boonekamp, C. Booth, H. Borecka-Bielska, A. Borisov, G. Borissov, J. Bortfeldt, Daniela Bortoletto, D. Boscherini, M. Bosman, J. D. B. Sola, K. Bouaouda, J. Boudreau, E. Bouhova-Thacker, D. Boumediene, S. Boutle, A. Boveia, J. Boyd, D. Boye, I. Boyko, Adam James Bozson, J. Bracinik, N. Brahimi, G. Brandt, O. Brandt, F. Braren, B. Brau, J. Brau, W. Madden, K. Brendlinger, L. Brenner, R. Brenner, S. Bressler, B. Brickwedde, D. Briglin, D. Britton, D. Britzger, I. Brock, R. Brock, G. Brooijmans, W. Brooks, E. Brost, J. Broughton, P. Renstrom, D. Bruncko, A. Bruni, G. Bruni, L. S. Bruni, S. Bruno, M. Bruschi, N. Bruscino, P. Bryant, L. Bryngemark, T. Buanes, Q. Buat, P. Buchholz, A. Buckley, I. Budagov, M. K. Bugge, F. Buehrer, O. Bulekov, T. Burch, S. Burdin, C. Burgard, A. Burger, B. Burghgrave, J. Burr, C. Burton, J. Burzynski, V. Buescher, E. Buschmann, P. Bussey, J. Butler, C. Buttar, J. Butterworth, P. Butti, W. Buttinger, C. J. B. Vazquez, A. Buzatu, A. Buzykaev, G. Cabras, S. Urbán, D. Caforio, H. Cai, V. Cairo, O. Cakir, N. Calace, P. Calafiura, A. Calandri, G. Calderini, P. Calfayan, G. Callea, L. Calôba, A. Caltabiano, S. Lopez, D. Calvet, S. Calvet, T. Calvet, M. Calvetti, R. C. Toro, S. Camarda, D. C. Munoz, P. Camarri, D. Cameron, R. C. Armadans, C. Camincher, S. Campana, M. Campanelli, A. Camplani, A. Campoverde, V. Canale, A. Canesse, M. C. Bret, J. Cantero, T. Cao, Yumeng Cao, M. C. Garrido, M. Capua, R. Cardarelli, F. Cardillo, G. Carducci, I. Carli, T. Carli, G. Carlino, B. Carlson, L. Carminati, R. Carney, S. Caron, E. Carquin, S. Carrá, J. Carter, M. P. Casado, A. Casha, D. Casper, R. Castelijn, F. Castillo, L. C. Garcia, V. C. Gimenez, N. Castro, A. Catinaccio, J. Catmore, A. Cattai, V. Cavaliere, E. Cavallaro, M. Cavalli-Sforza, V. Cavasinni, E. Celebi, L. Alberich, K. Cerny, A. Cerqueira, A. Cerri, L. Cerrito, F. Cerutti, A. Cervelli, S. Cetin, Z. Chadi, D. Chakraborty, W. Chan, W. Y. Chan, J. Chapman, B. Chargeishvili, D. Charlton, T. Charman, C. Chau, S. Che, S. Chekanov, S. Chekulaev, G. Chelkov, M. Chelstowska, Boping Chen, Cheng Chen, Chunhui Chen, He-Sheng Chen, J. Chen, Jue Chen, Jiayi Chen, Shion Chen, Shenjian Chen, Xin Chen, Yu-Heng Chen, H. Cheng, Huajie Cheng, A. Cheplakov, E. Cheremushkina, R. C. Moursli, E. Cheu, K. Cheung, T. Chevalerias, L. Chevalier, V. Chiarella, G. Chiarelli, G. Chiodini, A. Chisholm, A. Chitan, I. Chiu, Y. Chiu, M. Chizhov, Kyungeon Choi, A. Chomont, S. Chouridou, Y. S. Chow, M. Chu, X. Chu, J. Chudoba, A. Chuinard, J. Chwastowski, L. Chytka +499 moresemanticscholar +1 more sourceUnderstanding movement data quality [PDF]
Journal of Location Based Services, 2016 © 2016 Informa UK Limited, trading as Taylor & Francis Group. Understanding of data quality is essential for choosing suitable analysis methods and interpreting their results. Investigation of quality of movement data, due to their spatio-temporal nature, requires consideration from multiple perspectives at different scales.Andrienko, Gennady, Andrienko, Natalia, Fuchs, Georg +2 moreopenaire +3 more sourcesCommitting to Data Quality Review [PDF]
International Journal of Digital Curation, 2014 Amid the pressure and enthusiasm for researchers to share data, a rapidly growing number of tools and services have emerged. What do we know about the quality of these data? Why does quality matter? And who should be responsible for data quality? We believe an essential measure of data quality is the ability to engage in informed reuse, which requires Limor Peer, Ann G. Green, Elizabeth Stephenson +2 moreopenaire +8 more sourcesData Quality Management in the Internet of Things
Sensors, 2021 Nowadays, IoT is being used in more and more application areas and the importance of IoT data quality is widely recognized by practitioners and researchers. The requirements for data and its quality vary from application to application or organization in Lina Zhang, Dongwon Jeong, Sukhoon Leedoaj +1 more sourceThe unpredictably eruptive dynamics of spruce budworm populations in eastern Canada
Population Ecology, EarlyView.We examine historical population data for spruce budworm from several locations through the period 1930–1997, and use density‐dependent recruitment curves to test whether the pattern of population growth over time is more consistent with Royama's (1984; Ecological Monographs 54:429–462) linear R(t) model of harmonic oscillation at Green River New ...Barry J. Cooke, Jacques Régnièrewiley +1 more sourcePoor Data Quality [PDF]
Deutsches Ärzteblatt international, 2015 Congratulations to the authors for their presentation of patient characteristics and related healthcare data (1). Unfortunately, their article is flawed by a few errors which can result in wrong conclusions being drawn (2). This applies in particular to Figure 3 where the completeness of the initial diagnostic evaluation is depicted.openaire +3 more sources