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We generalize to tree graphs obtained by connecting path graphs an oracle result obtained for the Fused Lasso over the path graph.
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[author] Tibshirani, Ryan JR. J. and Taylor, JonathanJ. (2011). The solution path of the generalized LASSO. The Annals of Statistics 39 1335–1371
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[author] Bapat, Ravindra B.R. B. (2014). Graphs and Matrices. Springer, London
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[author] Rojas, Cristian RC. R. and Wahlberg, BoB. (2014). On change point detection using the fused lasso method. ArXiv ID 1401.5408v1
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[author] Jia, JinzhuJ. and Rohe, KarlK. (2015). Preconditioning the Lasso for sign consistency. Electronic Journal of Statistics 9 1150–1172
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[author] Rojas, Cristian RC. R. and Wahlberg, BoB. (2015). How to monitor and mitigate staircasing in l1 trend filtering. ICASSP 3946–3950
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[author] Sadhanala, VeeranjaneyuluV., Wang, Yu-XiangY.-X. and Tibshirani, Ryan J.R. J. (2016). Total variation classes beyond 1d: minimax rates, and the limitations of linear smoothers. NIPS
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[author] van de Geer, SaraS. (2016). Estimation and testing under sparsity 2159. Springer
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[author] Guntuboyina, AdityanandA., Lieu, DonovanD., Chatterjee, SabyasachiS. and Sen, BodhisattvaB. (2017). Spatial adaptation in trend filtering. ArXiv ID 1702.05113
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[author] Lin, KevinK., Sharpnack, JamesJ., Rinaldo, AlessandroA. and Tibshirani, Ryan JR. J. (2017). A sharp error analysis for the fused lasso, with application to approximate changepoint screening. Neural Information Processing Systems (NIPS) 3 42
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[author] Hütter, Jan-ChristianJ.-C. and Rigollet, PhilippeP. (2016). Optimal rates for total variation denoising. JMLR: Workshop and Conference Proceedings 49 1–32
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[author] Ottersten, JohanJ., Wahlberg, BoB. and Rojas, Cristian R.C. R. (2016). Accurate changing point detection for l1 mean filtering. IEEE Signal Processing Letters 23 297–301
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[author] Qian, JunyangJ. and Jia, JinzhuJ. (2016). On stepwise pattern recovery of the fused Lasso. Computational Statistics and Data Analysis 94 221–237
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2017
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[author] Owrang, ArashA., Malek-Mohammadi, MohammadrezaM., Proutiere, AlexandreA. and Jansson, MagnusM. (2017). Consistent change point detection for piecewise constant signals with normalized fused LASSO. IEEE Signal Processing Letters 24 799–803
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[author] van de Geer, SaraS. (2018). On tight bounds for the Lasso. ArXiv ID 1804.00989
2018
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