| ชื่อเรื่อง | : | Identification of partially linear structure in additive models with an application to gene expression prediction from sequences |
| นักวิจัย | : | Lian, Heng , Chen, Xin , Yang, Jian-Yi |
| คำค้น | : | - |
| หน่วยงาน | : | Nanyang Technological University, Singapore |
| ผู้ร่วมงาน | : | - |
| ปีพิมพ์ | : | 2554 |
| อ้างอิง | : | Lian, H., Chen, X.,& Yang, J. Y. (2012). Identification of Partially Linear Structure in Additive Models with an Application to Gene Expression Prediction from Sequences. Biometrics, 68(2), 437-445. , 0006-341X , http://hdl.handle.net/10220/12794 , http://dx.doi.org/10.1111/j.1541-0420.2011.01672.x |
| ที่มา | : | - |
| ความเชี่ยวชาญ | : | - |
| ความสัมพันธ์ | : | Biometrics |
| ขอบเขตของเนื้อหา | : | - |
| บทคัดย่อ/คำอธิบาย | : | The additive model is a semiparametric class of models that has become extremely popular because it is more flexible than the linear model and can be fitted to high-dimensional data when fully nonparametric models become infeasible. We consider the problem of simultaneous variable selection and parametric component identification using spline approximation aided by two smoothly clipped absolute deviation (SCAD) penalties. The advantage of our approach is that one can automatically choose between additive models, partially linear additive models and linear models, in a single estimation step. Simulation studies are used to illustrate our method, and we also present its applications to motif regression. |
| บรรณานุกรม | : |
Lian, Heng , Chen, Xin , Yang, Jian-Yi . (2554). Identification of partially linear structure in additive models with an application to gene expression prediction from sequences.
กรุงเทพมหานคร : Nanyang Technological University, Singapore. Lian, Heng , Chen, Xin , Yang, Jian-Yi . 2554. "Identification of partially linear structure in additive models with an application to gene expression prediction from sequences".
กรุงเทพมหานคร : Nanyang Technological University, Singapore. Lian, Heng , Chen, Xin , Yang, Jian-Yi . "Identification of partially linear structure in additive models with an application to gene expression prediction from sequences."
กรุงเทพมหานคร : Nanyang Technological University, Singapore, 2554. Print. Lian, Heng , Chen, Xin , Yang, Jian-Yi . Identification of partially linear structure in additive models with an application to gene expression prediction from sequences. กรุงเทพมหานคร : Nanyang Technological University, Singapore; 2554.
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