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1. Achieving Stable Training of Reinforcement Learning Agents in Bimodal Environments through Batch Learning

Author

Hurwitz, E., Peace, N., and Cevora, G.

Subjects
Computer Science - Machine Learning, Computer Science - Artificial Intelligence
Abstract

Bimodal, stochastic environments present a challenge to typical Reinforcement Learning problems. This problem is one that is surprisingly common in real world applications, being particularly applicable to pricing problems. In this paper we present a novel learning approach to the tabular Q-learning algorithm, tailored to tackling these specific challenges by using batch updates. A simulation of pricing problem is used as a testbed to compare a typically updated agent with a batch learning agent. The batch learning agents are shown to be both more effective than the typically-trained agents, and to be more resilient to the fluctuations in a large stochastic environment. This work has a significant potential to enable practical, industrial deployment of Reinforcement Learning in the context of pricing and others.

Published
2023

2. Common Mistakes when Applying Computational Intelligence and Machine Learning to Stock Market modelling

Author

Hurwitz, E. and Marwala, T.

Subjects
Statistics - Applications, Computer Science - Computers and Society, Quantitative Finance - General Finance
Abstract

For a number of reasons, computational intelligence and machine learning methods have been largely dismissed by the professional community. The reasons for this are numerous and varied, but inevitably amongst the reasons given is that the systems designed often do not perform as expected by their designers. The reasons for this lack of performance is a direct result of mistakes that are commonly seen in market-prediction systems. This paper examines some of the more common mistakes, namely dataset insufficiency; inappropriate scaling; time-series tracking; inappropriate target quantification and inappropriate measures of performance. The rationale that leads to each of these mistakes is examined, as well as the nature of the errors they introduce to the analysis / design. Alternative ways of performing each task are also recommended in order to avoid perpetuating these mistakes, and hopefully to aid in clearing the way for the use of these powerful techniques in industry., Comment: 5 pages

Published
2012

12. Antibodies as Carriers for Oncostatic Materials

Author

Arnon, R., Hurwitz, E., Sela, M., Allfrey, V. G., editor, Allgöwer, M., editor, Berenblum, I., editor, Bergel, F., editor, Bernard, J., editor, Bernhard, W., editor, Blokhin, N. N., editor, Bock, H. E., editor, Braun, W., editor, Bucalossi, P., editor, Chaklin, A. V., editor, Chorazy, M., editor, Cunningham, G. J., editor, Della Porta, G., editor, Denoix, P., editor, Dulbecco, R., editor, Eagle, H., editor, Eker, R., editor, Good, R. A., editor, Grabar, P., editor, Harris, R. J. C., editor, Hecker, E., editor, Herbeuval, R., editor, Higginson, J., editor, Hueper, W. C., editor, Isliker, H., editor, Kieler, J., editor, Kirsten, W. H., editor, Klein, G., editor, Koprowski, H., editor, Koss, L. G., editor, Macbeth, R. A., editor, Martz, G., editor, Mathé, G., editor, Mühlbock, O., editor, Old, L. J., editor, Potter, V. R., editor, Sabin, A. B., editor, Sachs, L., editor, Saxén, E. A., editor, Schmidt, C. G., editor, Spiegelman, S., editor, Szybalski, W., editor, Tagnon, H., editor, Tissières, A., editor, Uehlinger, E., editor, Wissler, R. W., editor, Rentchnick, P., editor, Senn, H. J., editor, Mathé, Georges, editor, and Muggia, Franco M., editor

Published
1980
Full Text
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27. World Congress Integrative Medicine & Health 2017: part two Berlin, Germany. 3-5 May 2017 Abstracts

Author

Ee, C, Thuraisingam, S, Pirotta, M, French, S, Xue, C, Teede, H, Kristoffersen, AE, Sirois, F, Stub, T, Engler, J, Joos, S, Güthlin, C, Felenda, J, Beckmann, C, Stintzing, F, Evans, R, Bronfort, G, Keefe, D, Taberko, A, Hanson, L, Haley, A, Ma, H, Jolton, J, Yarosh, L, Keefe, F, Nam, J, Ojala, L, Kreitzer, MJ, Fink, C, Kraft, K, Flower, A, Lewith, G, Harman, K, Stuart, B, Bishop, FL, Frawley, J, Füleki, L, Kiss, E, Vancsik, T, Krenacs, T, Funabashi, M, Pohlman, KA, Mior, S, Thiel, H, Hill, MD, Cassidy, DJ, Westaway, M, Yager, J, Hurwitz, E, Kawchuk, GN, O’Beirne, M, Vohra, S, Gaboury, I, Morin, C, Gaertner, K, Torchetti, L, Frei-Erb, M, Kundi, M, Frass, M, Gallo, E, Maggini, V, Comite, M, Sofi, F, Baccetti, S, Vannacci, A, Di Stefano, M, Monechi, MV, Gori, L, Rossi, E, Firenzuoli, F, Mediati, RD, Ballerini, G, Gardiner, P, Lestoquoy, AS, Negash, L, Stillman, S, Shah, P, Liebschutz, J, Adelstein, P, Farrell-Riley, C, Brackup, I, Penti, B, Saper, R, Sampedro, IG, Carvajal, G, Gleiss, A, Gross, MM, Brendlin, D, Röttger, J, Stritter, W, Seifert, G, Grzanna, N, Stange, R, Guendling, PW, Gu, W, Lu, Y, Wang, J, Zhang, C, Bai, H, He, Y, Zhang, X, Zhang, Z, Wang, D, Meng, F, Hagel, A, Albrecht, H, Vollbracht, C, Dauth, W, Hagel, W, Vitali, F, Ganzleben, I, Schultis, H, Konturek, P, Stein, J, Neurath, M, Raithel, M, Krick, B, Haller, H, Klose, P, Dobos, G, Kümmel, S, Cramer, H, Saha, FJ, Kowoll, A, Ebner, B, Berger, B, Choi, K-E, He, L, Wang, H, He, X, Gu, C, Zhang, Y, Zhao, L, Tong, X, Ho, RST, Chung, VCH, Wu, X, Wong, CHL, Wu, JCY, Wong, SYS, Lau, AYL, Sit, RWS, Wong, W, Holmes, M, Bishop, F, Calman, L, Newell, D, Field, J, Htut, WL, Han, D, Choi, DI, Choi, SJ, Kim, HY, Hwang, JH, Huang, CW, Jang, BH, Chen, FP, Ko, SG, Huang, W, Jin, D, Lian, F, Jang, S, Kim, KH, Lee, EK, Sun, SH, Go, HY, Ko, Y, Park, S, Shin, YC, Janik, H, Greiffenhagen, N, Bolte, J, Jaworski, M, Adamus, M, Dobrzynska, A, Jeitler, M, Jaspers, J, von Scheidt, C, Koch, B, Michalsen, A, Steckhan, N, Kessler, C, Huang, W-J, Pang, B, Lian, F-M, Jong, M, Baars, E, Glockmann, A, Hamre, H, Kainuma, M, Murakami, A, Kubota, T, Kobayashi, D, Sumoto, Y, Furusyo, N, Ando, S-I, Shimazoe, T, Kelber, O, Verjee, S, Gorgus, E, Schrenk, D, Kemper, K, Hill, E, Rao, N, Gascon, G, Mahan, J, Kienle, G, Dietrich, J, Schmoor, C, Huber, R, Kim, WH, Ahmed, M, Meggyeshazi, N, Kovago, C, Klaus, AK, Zerm, R, Pranga, D, Ostermann, T, Reif, M, von Laue, HB, Brinkhaus, B, Kröz, M, Recchia, DR, Klein-Laansma, CT, von Hagens, C, Jansen, JP, van Wietmarschen, H, Jong, MC, Sun, S-H, Go, H-Y, Jeon, C-Y, Song, Y-K, Ko, S-G, Koch, AK, Rabsilber, S, Lauche, R, Langhorst, J, Trifunovic-Koenig, M, Koster, E, Delnoij, D, Kroll, L, Weiss, K, Kubo, A, Hendlish, S, Altschuler, A, Connolly, N, Avins, A, Wardle, J, Lee, D, Sibbritt, D, Adams, J, Park, C, Mishra, G, Lechner, J, Lee, I, Chae, Y, Lee, J, Cho, SH, Choi, Y, Lee, JY, Ryu, HS, Yoon, SS, Oh, HK, Hyun, LK, Kim, JO, Yoon, SW, Lee, J-Y, Shin, S-H, Jang, M, Müller, I, Park, S-HJ, Laird, L, Mitchell, S, Li, X, Wang, Y, Zhen, J, Yu, H, Liu, T, Gu, X, Liu, H, Ma, W, Shang, X, Bai, Y, Liu, W, Rooney, C, Smith, A, Lopes, S, Demarzo, M, do Patrocínio Nunes, M, Lorenz, P, Gründemann, C, Heinrich, M, Garcia-Käufer, M, Grunewald, F, Messerschmidt, S, Herrick, A, Gruber, K, Knödler, M, Steinborn, C, Lu, T, Wang, L, Wu, D, Luberto, CM, Hall, DL, Chad-Friedman, E, Lechner, S, Park, ER, Park, E, Goodman, J, Luer, S, Heri, M, von Ammon, K, Landini, I, Lapucci, A, Nobili, S, Mini, E, McDermott, C, Richards, S, Cox, D, Frossell, S, Leydon, G, Eyles, C, Raphael, H, Rogers, R, Selby, M, Adler, C, Allam, J, Bu, X, Zhang, H, Zhang, J, Mikolasek, M, Berg, J, Witt, C, Barth, J, Miskulin, I, Lalic, Z, Miskulin, M, Dumic, A, Sebo, D, Vcev, A, Mohammed, NAA, Im, HB, Mukherjee, A, Kandhare, A, Bodhankar, S, Thakurdesai, P, Munk, N, Evans, E, Froman, A, Kline, M, Bair, MJ, Musial, F, Alræk, T, Hamre, HJ, Björkman, L, Fønnebø, VM, Ni, Q, Tong, X-L, Li, X-L, Liu, W-K, Feng, S, Zhao, X-Y, Zheng, Y-J, Zhao, X-M, Lin, Y-Q, Zhao, T-Y, Phd, HC, Liu, F, Zhao, L-H, Ye, R, Gu, C-J, Peng, W, De Carvalho, D, El-Bayoumi, M, Haig, B, Kelly, K, Wade, DJ, Portalupi, E, Gobo, G, Bellavita, L, Guglielmetti, C, Raak, C, Teuber, M, Molsberger, F, von Rath, U, Reichelt, U, Schwanebeck, U, Zeil, S, Vogelberg, C, Veintimilla, DR, Mery, GT, Villavicencio, MM, Moran, SH, Sachse, C, Gündlin, PW, Sahebkarkhorasani, M, Azizi, H, Schumann, D, Sundberg, T, Leach, MJ, Seca, S, Greten, H, Selliah, S, Shakya, A, Sherbakova, A, Ulrich-Merzenich, G, Abdel-Aziz, H, Sibinga, E, Webb, L, Ellen, J, Skrautvol, K, Nåden, D, Song, R, Grabowska, W, Osypiuk, K, Diaz, GV, Bonato, P, Park, M, Hausdorff, J, Fox, M, Sudarsky, LR, Tarsy, D, Novakowski, J, Macklin, EA, Wayne, PM, Hwang, I, Ahn, S, Lee, M-A, Sohn, MK, Sorokin, O, Heydeck, D, Borchert, A, Hohmann, C-D, Kühn, H, Kirschbaum, C, Stalder, T, Stöckigt, B, Teut, M, Suhr, R, Sulmann, D, Streeter, C, Gerbarg, P, Silveri, M, Brown, R, Jensen, J, Rutert, B, Eggert, A, Längler, A, Holmberg, C, Sun, J, Deng, X, Li, W-Y, Wen, B, Robinson, N, Liu, J-P, Sung, HK, Yang, N, Shin, SM, Jung, H, Kim, YJ, Jung, WS, Park, TY, Suzuki, K, Ito, T, Uchida, S, Kamohara, S, Ono, N, Takamura, M, Yokochi, A, Maruyama, K, Tapia, P, Thabaut, K, Thronicke, A, Steele, M, Matthes, H, Herbstreit, C, Schad, F, Tian, J, Yang, L, Tian, T, Tian, X, Wang, C, Chai, QY, Zhang, L, Xia, R, Huang, N, Fei, Y, Liu, J, Trent, N, Miraglia, M, Dusek, J, Pasalis, E, Khalsa, SB, Trifunovic-König, M, Koch, A, Uebelacker, L, Tremont, G, Gillette, L, Epstein-Lubow, G, Strong, D, Abrantes, A, Tyrka, A, Tran, T, Gaudiano, B, Miller, I, Ullmann, G, Li, Y, Vaidya, S, Marathe, V, Vale, AC, Motta, J, Donadão, F, Valente, AC, Valente, LCC, Ghelman, R, Vesovic, D, Jevdic, D, Jevdic, A, Jevdic, K, Djacic, M, Letic, D, Bozic, D, Markovic, M, Dunjic, S, Ruscuklic, G, Baksa, D, Vrca, K, Vincent, A, Wahner-Roedler, D, Whipple, M, Vogelius, MM, Friesecke, I, Gündling, PW, Mahapatra, S, Hynes, R, Van Rooy, K, Looker, S, Ghosh, A, Bauer, B, Cutshall, S, Walach, H, Flores, AB, Ofner, M, Kastner, A, Schwarzl, G, Schwameder, H, Alexander, N, Strutzenberger, G, Wang, S, Shi, J, Hao, Y, Wu, J, Qiu, Z, Wang, Y-H, Lou, C-J, Watts, S, Wayne, P, Vergara-Diaz, G, Gow, B, Miranda, J, Sudarsky, L, Macklin, E, Wode, K, Bergqvist, J, Bernhardsson, B-M, Nordberg, JH, Sharp, L, Henriksson, R, Woo, Y, Hyun, MK, Wu, H, Wang, T-F, Zhao, Y, Wei, Y, Tian, L, Wang, X, Wu, R, Han, M, Caldwell, PHY, Liu, S, Chai, Q, Guo, Z, Liu, Z, Yang, IJ, Lincha, VR, Ahn, SH, Lee, DU, Shin, HM, Sung, H, Kim, Y, Yap, A, Kwan, YH, Tan, CS, Ibrahim, S, Ang, SB, Yayi, A, Yoo, JE, Yoo, HR, Jang, SB, Lee, HL, Youssef, A, Ezzat, S, Motaal, AA, El-Askary, H, Yu, X, Cui, Y, Yun, Y, Ahn, J-H, Jang, B-H, Kim, K-S, Choi, I, Glinz, A, ten Brink, F, Büssing, A, Gutenbrunner, C, Helbrecht, B, Fang, T, Shen, Z, Zhang, R, Wu, F, Li, M, Xuan, X, Shen, X, Ren, K, Berman, B, Zheng, Z, Wan, Y, Ma, X, Dong, F, Zick, S, Harris, R, Bae, GE, Kwon, JN, Lee, HY, Nam, JK, Lee, SD, Lee, DH, Han, JY, Yun, YJ, Lee, JH, Park, HL, Park, SH, Bocci, C, Ivaldi, GB, Vietti, I, Meaglia, I, Guffi, M, Ruggiero, R, Gualea, M, Longa, E, Bonucci, M, Croke, S, Rodriguez, LD, Caracuel-Martínez, JC, Fajardo-Rodríguez, MF, Ariza-García, A, la Fuente, FG-D, Arroyo-Morales, M, Estrems, MS, Gómez, VG, Sabater, MV, Ferreri, R, Bernardini, S, Pulcri, R, Cracolici, F, Rinaldi, M, Porciani, C, Fisher, P, Hughes, J, Mendoza, A, MacPherson, H, Filshie, J, Di Francesco, A, Bernardini, A, Messe, M, Primitivo, V, Iasella, PA, Taminato, M, Alcantara, JDC, De Oliveira, KR, Rodrigues, DCDA, Mumme, JRC, Sunakozawa, OKM, Filho, VO, Goldenberg, J, Day, A, Sasagawa, M, Ward, L, Cooley, K, Gunnarsdottir, T, Hjaltadottir, I, Hajimonfarednejad, M, Hannan, N, Hellsing, R, Andermo, S, Arman, M, von Hörsten, I, Torrielo, PV, Vilaró, CLA, Cabrera, FC, Hui, H, Ziea, E, Tsui, D, Hsieh, J, Lam, C, Chan, E, Jensen, MP, Battalio, SL, Chan, J, Edwards, KA, Gertz, KJ, Day, MA, Sherlin, LH, Ehde, DM, Börner, A, Lee, B, Chang, GT, Menassa, A, Motoo, Y, Müller, J, Rabini, S, Vinson, B, Storr, M, Niemeijer, M, Hoekman, J, Ruijssenaaars, W, Njoku, FC, Norheim, AJ, Okumus, F, Oncu-Celik, H, Ee, C, Thuraisingam, S, Pirotta, M, French, S, Xue, C, Teede, H, Kristoffersen, AE, Sirois, F, Stub, T, Engler, J, Joos, S, Güthlin, C, Felenda, J, Beckmann, C, Stintzing, F, Evans, R, Bronfort, G, Keefe, D, Taberko, A, Hanson, L, Haley, A, Ma, H, Jolton, J, Yarosh, L, Keefe, F, Nam, J, Ojala, L, Kreitzer, MJ, Fink, C, Kraft, K, Flower, A, Lewith, G, Harman, K, Stuart, B, Bishop, FL, Frawley, J, Füleki, L, Kiss, E, Vancsik, T, Krenacs, T, Funabashi, M, Pohlman, KA, Mior, S, Thiel, H, Hill, MD, Cassidy, DJ, Westaway, M, Yager, J, Hurwitz, E, Kawchuk, GN, O’Beirne, M, Vohra, S, Gaboury, I, Morin, C, Gaertner, K, Torchetti, L, Frei-Erb, M, Kundi, M, Frass, M, Gallo, E, Maggini, V, Comite, M, Sofi, F, Baccetti, S, Vannacci, A, Di Stefano, M, Monechi, MV, Gori, L, Rossi, E, Firenzuoli, F, Mediati, RD, Ballerini, G, Gardiner, P, Lestoquoy, AS, Negash, L, Stillman, S, Shah, P, Liebschutz, J, Adelstein, P, Farrell-Riley, C, Brackup, I, Penti, B, Saper, R, Sampedro, IG, Carvajal, G, Gleiss, A, Gross, MM, Brendlin, D, Röttger, J, Stritter, W, Seifert, G, Grzanna, N, Stange, R, Guendling, PW, Gu, W, Lu, Y, Wang, J, Zhang, C, Bai, H, He, Y, Zhang, X, Zhang, Z, Wang, D, Meng, F, Hagel, A, Albrecht, H, Vollbracht, C, Dauth, W, Hagel, W, Vitali, F, Ganzleben, I, Schultis, H, Konturek, P, Stein, J, Neurath, M, Raithel, M, Krick, B, Haller, H, Klose, P, Dobos, G, Kümmel, S, Cramer, H, Saha, FJ, Kowoll, A, Ebner, B, Berger, B, Choi, K-E, He, L, Wang, H, He, X, Gu, C, Zhang, Y, Zhao, L, Tong, X, Ho, RST, Chung, VCH, Wu, X, Wong, CHL, Wu, JCY, Wong, SYS, Lau, AYL, Sit, RWS, Wong, W, Holmes, M, Bishop, F, Calman, L, Newell, D, Field, J, Htut, WL, Han, D, Choi, DI, Choi, SJ, Kim, HY, Hwang, JH, Huang, CW, Jang, BH, Chen, FP, Ko, SG, Huang, W, Jin, D, Lian, F, Jang, S, Kim, KH, Lee, EK, Sun, SH, Go, HY, Ko, Y, Park, S, Shin, YC, Janik, H, Greiffenhagen, N, Bolte, J, Jaworski, M, Adamus, M, Dobrzynska, A, Jeitler, M, Jaspers, J, von Scheidt, C, Koch, B, Michalsen, A, Steckhan, N, Kessler, C, Huang, W-J, Pang, B, Lian, F-M, Jong, M, Baars, E, Glockmann, A, Hamre, H, Kainuma, M, Murakami, A, Kubota, T, Kobayashi, D, Sumoto, Y, Furusyo, N, Ando, S-I, Shimazoe, T, Kelber, O, Verjee, S, Gorgus, E, Schrenk, D, Kemper, K, Hill, E, Rao, N, Gascon, G, Mahan, J, Kienle, G, Dietrich, J, Schmoor, C, Huber, R, Kim, WH, Ahmed, M, Meggyeshazi, N, Kovago, C, Klaus, AK, Zerm, R, Pranga, D, Ostermann, T, Reif, M, von Laue, HB, Brinkhaus, B, Kröz, M, Recchia, DR, Klein-Laansma, CT, von Hagens, C, Jansen, JP, van Wietmarschen, H, Jong, MC, Sun, S-H, Go, H-Y, Jeon, C-Y, Song, Y-K, Ko, S-G, Koch, AK, Rabsilber, S, Lauche, R, Langhorst, J, Trifunovic-Koenig, M, Koster, E, Delnoij, D, Kroll, L, Weiss, K, Kubo, A, Hendlish, S, Altschuler, A, Connolly, N, Avins, A, Wardle, J, Lee, D, Sibbritt, D, Adams, J, Park, C, Mishra, G, Lechner, J, Lee, I, Chae, Y, Lee, J, Cho, SH, Choi, Y, Lee, JY, Ryu, HS, Yoon, SS, Oh, HK, Hyun, LK, Kim, JO, Yoon, SW, Lee, J-Y, Shin, S-H, Jang, M, Müller, I, Park, S-HJ, Laird, L, Mitchell, S, Li, X, Wang, Y, Zhen, J, Yu, H, Liu, T, Gu, X, Liu, H, Ma, W, Shang, X, Bai, Y, Liu, W, Rooney, C, Smith, A, Lopes, S, Demarzo, M, do Patrocínio Nunes, M, Lorenz, P, Gründemann, C, Heinrich, M, Garcia-Käufer, M, Grunewald, F, Messerschmidt, S, Herrick, A, Gruber, K, Knödler, M, Steinborn, C, Lu, T, Wang, L, Wu, D, Luberto, CM, Hall, DL, Chad-Friedman, E, Lechner, S, Park, ER, Park, E, Goodman, J, Luer, S, Heri, M, von Ammon, K, Landini, I, Lapucci, A, Nobili, S, Mini, E, McDermott, C, Richards, S, Cox, D, Frossell, S, Leydon, G, Eyles, C, Raphael, H, Rogers, R, Selby, M, Adler, C, Allam, J, Bu, X, Zhang, H, Zhang, J, Mikolasek, M, Berg, J, Witt, C, Barth, J, Miskulin, I, Lalic, Z, Miskulin, M, Dumic, A, Sebo, D, Vcev, A, Mohammed, NAA, Im, HB, Mukherjee, A, Kandhare, A, Bodhankar, S, Thakurdesai, P, Munk, N, Evans, E, Froman, A, Kline, M, Bair, MJ, Musial, F, Alræk, T, Hamre, HJ, Björkman, L, Fønnebø, VM, Ni, Q, Tong, X-L, Li, X-L, Liu, W-K, Feng, S, Zhao, X-Y, Zheng, Y-J, Zhao, X-M, Lin, Y-Q, Zhao, T-Y, Phd, HC, Liu, F, Zhao, L-H, Ye, R, Gu, C-J, Peng, W, De Carvalho, D, El-Bayoumi, M, Haig, B, Kelly, K, Wade, DJ, Portalupi, E, Gobo, G, Bellavita, L, Guglielmetti, C, Raak, C, Teuber, M, Molsberger, F, von Rath, U, Reichelt, U, Schwanebeck, U, Zeil, S, Vogelberg, C, Veintimilla, DR, Mery, GT, Villavicencio, MM, Moran, SH, Sachse, C, Gündlin, PW, Sahebkarkhorasani, M, Azizi, H, Schumann, D, Sundberg, T, Leach, MJ, Seca, S, Greten, H, Selliah, S, Shakya, A, Sherbakova, A, Ulrich-Merzenich, G, Abdel-Aziz, H, Sibinga, E, Webb, L, Ellen, J, Skrautvol, K, Nåden, D, Song, R, Grabowska, W, Osypiuk, K, Diaz, GV, Bonato, P, Park, M, Hausdorff, J, Fox, M, Sudarsky, LR, Tarsy, D, Novakowski, J, Macklin, EA, Wayne, PM, Hwang, I, Ahn, S, Lee, M-A, Sohn, MK, Sorokin, O, Heydeck, D, Borchert, A, Hohmann, C-D, Kühn, H, Kirschbaum, C, Stalder, T, Stöckigt, B, Teut, M, Suhr, R, Sulmann, D, Streeter, C, Gerbarg, P, Silveri, M, Brown, R, Jensen, J, Rutert, B, Eggert, A, Längler, A, Holmberg, C, Sun, J, Deng, X, Li, W-Y, Wen, B, Robinson, N, Liu, J-P, Sung, HK, Yang, N, Shin, SM, Jung, H, Kim, YJ, Jung, WS, Park, TY, Suzuki, K, Ito, T, Uchida, S, Kamohara, S, Ono, N, Takamura, M, Yokochi, A, Maruyama, K, Tapia, P, Thabaut, K, Thronicke, A, Steele, M, Matthes, H, Herbstreit, C, Schad, F, Tian, J, Yang, L, Tian, T, Tian, X, Wang, C, Chai, QY, Zhang, L, Xia, R, Huang, N, Fei, Y, Liu, J, Trent, N, Miraglia, M, Dusek, J, Pasalis, E, Khalsa, SB, Trifunovic-König, M, Koch, A, Uebelacker, L, Tremont, G, Gillette, L, Epstein-Lubow, G, Strong, D, Abrantes, A, Tyrka, A, Tran, T, Gaudiano, B, Miller, I, Ullmann, G, Li, Y, Vaidya, S, Marathe, V, Vale, AC, Motta, J, Donadão, F, Valente, AC, Valente, LCC, Ghelman, R, Vesovic, D, Jevdic, D, 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Published
2017

29. Asthma prevalence disparities and differences in sociodemographic associations with asthma, between Native Hawaiian/Other Pacific Islander, Asian, and White adults in Hawaii - Behavioral Risk Factor Surveillance System (BRFSS), 2001-2010.

Author

Jessop, H., Li, D., Katz, A. R., and Hurwitz, E. L.

Subjects
ASIANS, ASTHMA, CHI-squared test, CONFIDENCE intervals, ETHNIC groups, RACE, SEX distribution, SURVEYS, WHITE people, LOGISTIC regression analysis, SOCIOECONOMIC factors, HEALTH equity, CROSS-sectional method, DATA analysis software, DESCRIPTIVE statistics
Abstract

Objectives: Despite high asthma prevalence, relatively little is known about the epidemiology of asthma in Hawaii or among Native Hawaiian/Other Pacific Islanders (NHOPI). We sought to better characterize racial/ethnic differences in asthma prevalence and in sociodemographic factors associated with asthma among Hawaii adults. Design: We conducted multivariable logistic regression using 2001-2010 Behavioral Risk Factor Surveillance System data from Hawaii, and computed adjusted prevalence and ratios. Results: Asthma prevalence markedly varied between self-identified census categories of race in Hawaii, with NHOPI having the highest estimates of both lifetime (20.9%, 95% confidence interval [CI]: 19.5%-22.4%) and current (12.2%, CI: 11.2%-13.3%) asthma. Highest asthma prevalence among NHOPI persisted after controlling for potential confounders and within most sociodemographic categories. Among females Asians reported the lowest asthma prevalence, whereas among males point estimates of asthma prevalence were often lowest for Whites. Females often had greater asthma prevalence than males of the same race, but the degree to which gender modified asthma prevalence differed by both race and sociodemographic strata. Gender disparities in asthma prevalence were greatest and most frequent among Whites, and for current asthma among all races. Sociodemographic factors potentially predictive of adult asthma prevalence in Hawaii varied by race and gender. Conclusion: Asthma disproportionately affects or is recognized more often among women and NHOPI adults in Hawaii, and occurs less or is under-reported among Asian women. The sociodemographic characteristics included in this study’s model did not explain asthma disparities between races and/or gender. This investigation provides a baseline with which to plan additionally needed prevention programs, epidemiological investigations, and surveillance for asthma in Hawaii. [ABSTRACT FROM AUTHOR]

Published
2019
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31. Gasanalyse

Author

Bragg, L. B., Schmidt, Albert, Vossieck, E., Schmitz, A., Farbenindustrie, I. G., Shepherd, M., Ssokolow, W. A., Scharnagel, A. R., Trusty, A. W., Fraenkel, A., Granjon, Rimarski, W., Streb, E., Sauerbrei, E., Scheruhn, W., Davis, H. S., Crandall, G. S., Higbee, Jr., W. E., Ambler, H. R., Dubois, J., Heyne, G., Hurwitz, E., Dubsky, J. V., Mulders, E. M. J., Scheffer, F. E. C., Lüth, F., Stadler, O., Sieverts, A., Halberstadt, S., and Ausschuss für Feuerungsfragen und Kohlenstaub und Fachausschuss für Staubtehcnik beim Verein Deutscher Ingenieure

Published
1932
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