Definitions, methods, and applications in interpretable machine learning by Murdoch, W. James, Singh, Chandan, Kumbier, Karl, Abbasi-Asl, Reza, Yu, Bin

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Interpretable machine learning: definitions, methods, and applications by Murdoch, W James, Singh, Chandan, Kumbier, Karl, Abbasi-Asl, Reza, Yu, Bin

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Hierarchical interpretations for neural network predictions by Singh, Chandan, Murdoch, W James, Yu, Bin

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Interpretations are useful: penalizing explanations to align neural networks with prior knowledge by Rieger, Laura, Singh, Chandan, Murdoch, W James, Yu, Bin

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Automatic Rule Extraction from Long Short Term Memory Networks by Murdoch, W James, Szlam, Arthur

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Disentangled Attribution Curves for Interpreting Random Forests and Boosted Trees by Devlin, Summer, Singh, Chandan, Murdoch, W James, Yu, Bin

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Expanded Alternating Optimization of Nonconvex Functions with Applications to Matrix Factorization and Penalized Regression by Murdoch, W James, Zhu, Mu

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Beyond Word Importance: Contextual Decomposition to Extract Interactions from LSTMs by Murdoch, W James, Liu, Peter J, Yu, Bin

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Doctors in Court by Veale, W. F. de C., Murdoch, James W., Holden, P. N. A.

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L.M.C. Resolution on Group Practice Loans Fund by Alexander, R., Anniss, D., Blake, H. V., Briggs, F. B., Bryce-Curtis, P. J., Bywater, H. C. I., Caldwell, J. R., Carnegie, G. F. M., Chamberlain-Webber, J. A. A., Christopher, B. W., Collin, J. O., Dart, David E., Dennison, E. J., Dormand, G., Faro, D., Gilkes, M. J., Glenn, R. W., Godwin, D., Gooding, D. J., Gray, P. F., Green, Ralph, Gundersen, G. C., Hall, Michael, Hartley, J. L., Harvey, N. W. A., Hunter, J. D. W., Lodge, R. M., Murdoch, James W., Palmer, C. R., Ruck, Colin, Ryle, F. R., Sibley, E. G., Tulk-Hart, R. B., Veale, W. F. de C., Wright, J. R.

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Tiered Approach to Resilience Assessment by Linkov, Igor, Fox‐Lent, Cate, Read, Laura, Allen, Craig R., Arnott, James C., Bellini, Emanuele, Coaffee, Jon, Florin, Marie‐Valentine, Hatfield, Kirk, Hyde, Iain, Hynes, William, Jovanovic, Aleksandar, Kasperson, Roger, Katzenberger, John, Keys, Patrick W., Lambert, James H., Moss, Richard, Murdoch, Peter S., Palma‐Oliveira, Jose, Pulwarty, Roger S., Sands, Dale, Thomas, Edward A., Tye, Mari R., Woods, David

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Input-output budgets of inorganic nitrogen for 24 forest watersheds in the Northeastern United States: A review by CAMPBELL, John L, HORNBECK, James W, MURDOCH, Peter S, NELSON, Sarah J, SHANLEY, James R, MITCHELL, Myron J, ADAMS, Mary Beth, CASTRO, Mark S, DRISCOLL, Charles T, KAHL, Jeffrey S, KOCHENDERFER, James N, LIKENS, Gene E, LYNCH, James A

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Genetic diversity of United States Rambouillet, Katahdin and Dorper sheep by Becker, Gabrielle M, Thorne, Jacob W, Burke, Joan M, Lewis, Ronald M, Notter, David R, Morgan, James L M, Schauer, Christopher S, Stewart, Whit C, Redden, R R, Murdoch, Brenda M

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Causes of severe pneumonia requiring hospital admission in children without HIV infection from Africa and Asia: the PERCH multi-country case-control study by O'Brien, Katherine L., Baggett, Henry C., Brooks, W. Abdullah, Feikin, Daniel R., Hammitt, Laura L., Higdon, Melissa M., Howie, Stephen R.C., Deloria Knoll, Maria, Kotloff, Karen L., Levine, Orin S., Madhi, Shabir A., Murdoch, David R., Prosperi, Christine, Scott, J. Anthony G., Shi, Qiyuan, Thea, Donald M., Wu, Zhenke, Zeger, Scott L., Adrian, Peter V., Akarasewi, Pasakorn, Anderson, Trevor P., Antonio, Martin, Awori, Juliet O., Baillie, Vicky L., Bunthi, Charatdao, Chipeta, James, Chisti, Mohammod Jobayer, Crawley, Jane, DeLuca, Andrea N., Driscoll, Amanda J., Ebruke, Bernard E., Endtz, Hubert P., Fancourt, Nicholas, Fu, Wei, Goswami, Doli, Groome, Michelle J., Haddix, Meredith, Hossain, Lokman, Jahan, Yasmin, Kagucia, E. Wangeci, Kamau, Alice, Karron, Ruth A., Kazungu, Sidi, Kourouma, Nana, Kuwanda, Locadiah, Kwenda, Geoffrey, Li, Mengying, Machuka, Eunice M., Mackenzie, Grant, Mahomed, Nasreen, Maloney, Susan A., McLellan, Jessica L., Mitchell, Joanne L., Moore, David P., Morpeth, Susan C., Mudau, Azwifarwi, Mwananyanda, Lawrence, Mwansa, James, Silaba Ominde, Micah, Onwuchekwa, Uma, Park, Daniel E., Rhodes, Julia, Sawatwong, Pongpun, Seidenberg, Phil, Shamsul, Arifin, Simões, Eric A.F., Sissoko, Seydou, Wa Somwe, Somwe, Sow, Samba O., Sylla, Mamadou, Tamboura, Boubou, Tapia, Milagritos D., Thamthitiwat, Somsak, Toure, Aliou, Watson, Nora L., Zaman, Khalequ, Zaman, Syed M.A.

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TRIPLE C reporting principles for case study evaluations of the role of context in complex interventions by Shaw, Sara E, Paparini, Sara, Murdoch, Jamie, Green, Judith, Greenhalgh, Trisha, Hanckel, Benjamin, James, Hannah M, Petticrew, Mark, Wood, Gary W, Papoutsi, Chrysanthi

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ESBL- and Carbapenemase-Producing Enterobacteriaceae in Patients with Bacteremia, Yangon, Myanmar, 2014 by Myat, Tin O, Hannaway, Rachel F, Zin, Khwar N, Htike, Wah W, Win, Kyu K, Crump, John A, Murdoch, David R, Ussher, James E

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Key genetic variants associated with variation of milk oligosaccharides from diverse human populations by Williams, Janet E., McGuire, Michelle K., Meehan, Courtney L., McGuire, Mark A., Brooker, Sarah L., Kamau-Mbuthia, Elizabeth W., Kamundia, Egidioh W., Mbugua, Samwel, Moore, Sophie E., Prentice, Andrew M., Otoo, Gloria E., Rodríguez, Juan M., Pareja, Rossina G., Foster, James A., Sellen, Daniel W., Kita, Debela G., Neibergs, Holly L., Murdoch, Brenda M.

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Association of C-Reactive Protein With Bacterial and Respiratory Syncytial Virus–Associated Pneumonia Among Children Aged <5 Years in the PERCH Study by Higdon, Melissa M., Le, Tham, O'Brien, Katherine L., Murdoch, David R., Prosperi, Christine, Baggett, Henry C., Brooks, W. Abdullah, Feikin, Daniel R., Hammitt, Laura L., Howie, Stephen R. C., Kotloff, Karen L., Levine, Orin S., Scott, J. Anthony G., Thea, Donald M., Awori, Juliet O., Baillie, Vicky L., Cascio, Stephanie, Chuananon, Somchai, DeLuca, Andrea N., Driscoll, Amanda J., Ebruke, Bernard E., Endtz, Hubert P., Kaewpan, Anek, Kahn, Geoff, Karani, Angela, Karron, Ruth A., Moore, David P., Park, Daniel E., Rahman, Mohammed Ziaur, Salaudeen, Rasheed, Seidenberg, Phil, Somwe, Somwe Wa, Sylla, Mamadou, Tapia, Milagritos D., Zeger, Scott L., Knoll, Maria Deloria, Madhi, Shabir A.

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Chest Radiograph Findings in Childhood Pneumonia Cases From the Multisite PERCH Study by Fancourt, Nicholas, Knoll, Maria Deloria, Baggett, Henry C., Brooks, W. Abdullah, Feikin, Daniel R., Hammitt, Laura L., Howie, Stephen R. C., Kotloff, Karen L., Levine, Orin S., Madhi, Shabir A., Murdoch, David R., Scott, J. Anthony G., Thea, Donald M., Awori, Juliet O., Barger-Kamate, Breanna, Chipeta, James, DeLuca, Andrea N., Diallo, Mahamadou, Driscoll, Amanda J., Ebruke, Bernard E., Higdon, Melissa M., Jahan, Yasmin, Karron, Ruth A., Mahomed, Nasreen, Moore, David P., Nahar, Kamrun, Naorat, Sathapana, Ominde, Micah Silaba, Park, Daniel E., Prosperi, Christine, Somwe, Somwe wa, Thamthitiwat, Somsak, Zaman, Syed M. A., Zeger, Scott L., O'Brien, Katherine L.

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Density of Upper Respiratory Colonization With Streptococcus pneumoniae and Its Role in the Diagnosis of Pneumococcal Pneumonia Among Children Aged <5 Years in the PERCH Study by Baggett, Henry C., Watson, Nora L., Knoll, Maria Deloria, Brooks, W. Abdullah, Feikin, Daniel R., Hammitt, Laura L., Howie, Stephen R. C., Kotloff, Karen L., Levine, Orin S., Madhi, Shabir A., Murdoch, David R., Scott, J. Anthony G., Thea, Donald M., Antonio, Martin, Awori, Juliet O., Baillie, Vicky L., DeLuca, Andrea N., Driscoll, Amanda J., Duncan, Julie, Ebruke, Bernard E., Goswami, Doli, Higdon, Melissa M., Karron, Ruth A., Moore, David P., Morpeth, Susan C., Mulindwa, Justin M., Park, Daniel E., Paveenkittiporn, Wantana, Piralam, Barameht, Prosperi, Christine, Sow, Samba O., Tapia, Milagritos D., Zaman, Khalequ, Zeger, Scott L., O'Brien, Katherine L.

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