DTW - DYNAMIC TIME WARPING

Bio-based human computer interface (HCI) has attracted more and more attention of researchers all over the world in recent years. The paper is concern…

Background In proteomics studies, liquid chromatography coupled to mass spectrometry (LC-MS) has proven to be a powerful technology to investigate differential expression of proteins/peptides that are characterized by their peak intensities, mass-to-charge ratio (m/z), and retention time (RT). The variable complexity of peptide mixtures and occasional drifts lead to substantial variations in m/z and RT dimensions. Thus, label-free differential protein expression studies by LC-MS technology require alignment with respect to both RT and m/z to ensure that same proteins/peptides are compared from multiple runs. Methods In this study, we propose a new strategy to align LC-MALDI-TOF data by combining quality threshold cluster analysis and support vector regression. Our method performs alignment on the basis of measurements in three dimensions (RT, m/z, intensity). Results and conclusions We demonstrate the suitability of our proposed method for alignment of LC-MALDI-TOF data through a previously published spike-in dataset and a new in-house generated spike-in dataset. A comparison of our method with other methods that utilize only RT and m/z dimensions reveals that the use of intensity measurements enhances alignment performance.

An algorithm for solving large nonlinear optimization problems with simple bounds is described. It is based on the gradient projection method and uses a limited memory BFGS matrix to approximate th...

In this paper the performance of three alignment algorithms, correlation optimized warping, parametric time warping and semi-parametric time warping, is compared on real chromatograms. Among these, parametric time warping is the simplest and fastest; generally less than 1s is required to align two c …

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IMPULSE TECHNOLOGIES Old No 251, new no 304, 2nd floor Arcot road, vadapalani chennai-26 Contact : 9840 103 301 ieeeprojects@yahoo.com

==Welcome To Q Research General== ''We hold these truths to be self-evident: that all men are created equal; that they are endowed by their Creator with certain unalienable rights; that among these are life, liberty, and the pursuit of happiness.'' '''We are researchers who deal in open-source information, reasoned argument, and dank memes. We do battle in the sphere of ideas and ideas only. We neither need nor condone the use of force in our work here.''' ==VINCIT OMNIA VERITAS====SEMPER FIDELIS====WWG1WGA== ==Q Proofs & Welcome=='''Welcome to Q Research (README FIRST, THEN PROCEED TO LURK)''' https:''//''8kun.top/qresearch/welcome.html'''THE Q MOVEMENT IS ABOUT TRUMPING THE ESTABLISHMENT''' - '''Q: The Basics - An Introduction to Q and the Great Awakening'''PDF: https:''//''8kun.top/qresearch/res/3082784.html#3082809PICS: https:''//''8kun.top/qresearch/res/3082784.html#3082821PDF & PICS Archive: >>>/comms/3196'''The Best of the Best Q Proofs''' https:''//''8kun.top/qresearch/res/4004099.html'''100+ Q Proof Graphics''' qproofs.com ==Q's Latest Posts=='''Sunday 12.29.19'''>>7653342 rt >>7653316 ———–- [Pic_insert_retry] >>7653316 —————————— Welcome to the [D] party con '''Saturday 12.28.19'''>>7645614 —————————— Easy to understand? (Cap: >>7645635)>>7643985 rt >>7643939 ———–- DNC servers not hacked>>7643917 rt >>7643883 ———–- Future will prove past>>7643842 —————————— FISA is only the beginning (Cap: >>7643898, >>7643901 pdf)>>7643289 rt >>7643247 ———–- Geo location 2015-2017?>>7643247 —————————— The only way to restore faith is through transparency and accountability. (Cap: >>7643274, >>7643313, >>7643330)>>7643055 —————————— PANIC mode (Cap: >>7643092, >>7643173)>>7640038 —————————— AG Barr talks Durham & #FISA (Cap: >>7640060)>>7639247 rt >>7639202 ———–- Post drop? 5:5? '''Friday 12.27.19'''>>7638553 —————————— They are FIGHTING for their LIVES (Cap: >>7638592)>>7638205 rt >>7637777 ———–- God Wins>>7638149 rt >>7637926 ———–- Something BIG is coming.>>7634563 —————————— Do you believe in coincidences? (Cap: >>7634583)>>7634396 —————————— Follow the money. (Cap: >>7634421) '''Monday 12.23.19'''>>7600322 —————————— Americas News room is us. (Cap: >>7600335)>>7600194 rt >>7600180 ———–- Keep up the good fight, Anons>>7600081 —————————— Nunes says anon research has aided their investigation (Caps: >>7600111)>>7599466 —————————— Why are [D]s blocking the counting of 'illegal' immigrants? (Caps: Article >>7599591, >>7599508 )>>7599338 —————————— Who really controls the [D] Party? [GS] (Caps: YT Vid >>7599388)>>7599136 —————————— POWER & CONROL (Caps: Article >>7599208, >>7599265) ==Previous Recent Q Posts=='''Sunday 12.22.19'''>>7653372'''Thursday 12.19.19'''>>7635172 '''Wednesday 12.18.19'''>>7602453 '''Q's Private Board:''' >>>/projectdcomms/ '''Q's Trip-code:''' Q !!Hs1Jq13jV6 '''Onion Link''' (access through Tor): http:''//''jthnx5wyvjvzsxtu.onion/qresearch/catalog.html ==All Q's posts==Archived at qanon.app (qanon.pub), qmap.pub, qanon.news, qposts.online ==Dealing with Clowns & Shills==New?: Use logic and reason when evaluating posts, look beyond the content of the post(s) and evaluate intent.>>7529956, >>7530061 How To Quickly Spot A Clown!

==Welcome To Q Research General== ''We hold these truths to be self-evident: that all men are created equal; that they are endowed by their Creator with certain unalienable rights; that among these are life, liberty, and the pursuit of happiness.'' '''We are researchers who deal in open-source information, reasoned argument, and dank memes. We do battle in the sphere of ideas and ideas only. We neither need nor condone the use of force in our work here.''' ==VINCIT OMNIA VERITAS====SEMPER FIDELIS====WWG1WGA== ==Q Proofs & Welcome=='''Welcome to Q Research (README FIRST, THEN PROCEED TO LURK)''' https:''//''8kun.top/qresearch/welcome.html'''THE Q MOVEMENT IS ABOUT TRUMPING THE ESTABLISHMENT''' - '''Q: The Basics - An Introduction to Q and the Great Awakening'''PDF: https:''//''8kun.top/qresearch/res/3082784.html#3082809PICS: https:''//''8kun.top/qresearch/res/3082784.html#3082821PDF & PICS Archive: >>>/comms/3196'''The Best of the Best Q Proofs''' https:''//''8kun.top/qresearch/res/4004099.html'''100+ Q Proof Graphics''' qproofs.com ==Q's Latest Posts=='''Sunday 12.29.19'''>>7653342 rt >>7653316 ———–- [Pic_insert_retry] >>7653316 —————————— Welcome to the [D] party con '''Saturday 12.28.19'''>>7645614 —————————— Easy to understand? (Cap: >>7645635)>>7643985 rt >>7643939 ———–- DNC servers not hacked>>7643917 rt >>7643883 ———–- Future will prove past>>7643842 —————————— FISA is only the beginning (Cap: >>7643898, >>7643901 pdf)>>7643289 rt >>7643247 ———–- Geo location 2015-2017?>>7643247 —————————— The only way to restore faith is through transparency and accountability. (Cap: >>7643274, >>7643313, >>7643330)>>7643055 —————————— PANIC mode (Cap: >>7643092, >>7643173)>>7640038 —————————— AG Barr talks Durham & #FISA (Cap: >>7640060)>>7639247 rt >>7639202 ———–- Post drop? 5:5? '''Friday 12.27.19'''>>7638553 —————————— They are FIGHTING for their LIVES (Cap: >>7638592)>>7638205 rt >>7637777 ———–- God Wins>>7638149 rt >>7637926 ———–- Something BIG is coming.>>7634563 —————————— Do you believe in coincidences? (Cap: >>7634583)>>7634396 —————————— Follow the money. (Cap: >>7634421) '''Monday 12.23.19'''>>7600322 —————————— Americas News room is us. (Cap: >>7600335)>>7600194 rt >>7600180 ———–- Keep up the good fight, Anons>>7600081 —————————— Nunes says anon research has aided their investigation (Caps: >>7600111)>>7599466 —————————— Why are [D]s blocking the counting of 'illegal' immigrants? (Caps: Article >>7599591, >>7599508 )>>7599338 —————————— Who really controls the [D] Party? [GS] (Caps: YT Vid >>7599388)>>7599136 —————————— POWER & CONROL (Caps: Article >>7599208, >>7599265) ==Previous Recent Q Posts=='''Sunday 12.22.19'''>>7653372'''Thursday 12.19.19'''>>7635172 '''Wednesday 12.18.19'''>>7602453 '''Q's Private Board:''' >>>/projectdcomms/ '''Q's Trip-code:''' Q !!Hs1Jq13jV6 '''Onion Link''' (access through Tor): http:''//''jthnx5wyvjvzsxtu.onion/qresearch/catalog.html ==All Q's posts==Archived at qanon.app (qanon.pub), qmap.pub, qanon.news, qposts.online ==Dealing with Clowns & Shills==New?: Use logic and reason when evaluating posts, look beyond the content of the post(s) and evaluate intent.>>7529956, >>7530061 How To Quickly Spot A Clown!

==Welcome To Q Research General== ''We hold these truths to be self-evident: that all men are created equal; that they are endowed by their Creator with certain unalienable rights; that among these are life, liberty, and the pursuit of happiness.'' '''We are researchers who deal in open-source information, reasoned argument, and dank memes. We do battle in the sphere of ideas and ideas only. We neither need nor condone the use of force in our work here.''' ==VINCIT OMNIA VERITAS====SEMPER FIDELIS====WWG1WGA== ==Q Proofs & Welcome=='''Welcome to Q Research (README FIRST, THEN PROCEED TO LURK)''' https:''//''8kun.top/qresearch/welcome.html'''THE Q MOVEMENT IS ABOUT TRUMPING THE ESTABLISHMENT''' - '''Q: The Basics - An Introduction to Q and the Great Awakening'''PDF: https:''//''8kun.top/qresearch/res/3082784.html#3082809PICS: https:''//''8kun.top/qresearch/res/3082784.html#3082821PDF & PICS Archive: >>>/comms/3196'''The Best of the Best Q Proofs''' https:''//''8kun.top/qresearch/res/4004099.html'''100+ Q Proof Graphics''' qproofs.com ==Q's Latest Posts=='''Sunday 12.29.19'''>>7653342 rt >>7653316 ———–- [Pic_insert_retry] >>7653316 —————————— Welcome to the [D] party con '''Saturday 12.28.19'''>>7645614 —————————— Easy to understand? (Cap: >>7645635)>>7643985 rt >>7643939 ———–- DNC servers not hacked>>7643917 rt >>7643883 ———–- Future will prove past>>7643842 —————————— FISA is only the beginning (Cap: >>7643898, >>7643901 pdf)>>7643289 rt >>7643247 ———–- Geo location 2015-2017?>>7643247 —————————— The only way to restore faith is through transparency and accountability. (Cap: >>7643274, >>7643313, >>7643330)>>7643055 —————————— PANIC mode (Cap: >>7643092, >>7643173)>>7640038 —————————— AG Barr talks Durham & #FISA (Cap: >>7640060)>>7639247 rt >>7639202 ———–- Post drop? 5:5? '''Friday 12.27.19'''>>7638553 —————————— They are FIGHTING for their LIVES (Cap: >>7638592)>>7638205 rt >>7637777 ———–- God Wins>>7638149 rt >>7637926 ———–- Something BIG is coming.>>7634563 —————————— Do you believe in coincidences? (Cap: >>7634583)>>7634396 —————————— Follow the money. (Cap: >>7634421) '''Monday 12.23.19'''>>7600322 —————————— Americas News room is us. (Cap: >>7600335)>>7600194 rt >>7600180 ———–- Keep up the good fight, Anons>>7600081 —————————— Nunes says anon research has aided their investigation (Caps: >>7600111)>>7599466 —————————— Why are [D]s blocking the counting of 'illegal' immigrants? (Caps: Article >>7599591, >>7599508 )>>7599338 —————————— Who really controls the [D] Party? [GS] (Caps: YT Vid >>7599388)>>7599136 —————————— POWER & CONROL (Caps: Article >>7599208, >>7599265) ==Previous Recent Q Posts=='''Sunday 12.22.19'''>>7653372'''Thursday 12.19.19'''>>7635172 '''Wednesday 12.18.19'''>>7602453 '''Q's Private Board:''' >>>/projectdcomms/ '''Q's Trip-code:''' Q !!Hs1Jq13jV6 '''Onion Link''' (access through Tor): http:''//''jthnx5wyvjvzsxtu.onion/qresearch/catalog.html ==All Q's posts==Archived at qanon.app (qanon.pub), qmap.pub, qanon.news, qposts.online ==Dealing with Clowns & Shills==New?: Use logic and reason when evaluating posts, look beyond the content of the post(s) and evaluate intent.>>7529956, >>7530061 How To Quickly Spot A Clown!

==Welcome To Q Research General== ''We hold these truths to be self-evident: that all men are created equal; that they are endowed by their Creator with certain unalienable rights; that among these are life, liberty, and the pursuit of happiness.'' '''We are researchers who deal in open-source information, reasoned argument, and dank memes. We do battle in the sphere of ideas and ideas only. We neither need nor condone the use of force in our work here.''' ==VINCIT OMNIA VERITAS====SEMPER FIDELIS====WWG1WGA== ==Q Proofs & Welcome=='''Welcome to Q Research (README FIRST, THEN PROCEED TO LURK)''' https:''//''8kun.top/qresearch/welcome.html'''THE Q MOVEMENT IS ABOUT TRUMPING THE ESTABLISHMENT''' - '''Q: The Basics - An Introduction to Q and the Great Awakening'''PDF: https:''//''8kun.top/qresearch/res/3082784.html#3082809PICS: https:''//''8kun.top/qresearch/res/3082784.html#3082821PDF & PICS Archive: >>>/comms/3196'''The Best of the Best Q Proofs''' https:''//''8kun.top/qresearch/res/4004099.html'''100+ Q Proof Graphics''' qproofs.com ==Q's Latest Posts=='''Sunday 12.29.19'''>>7653342 rt >>7653316 ———–- [Pic_insert_retry] >>7653316 —————————— Welcome to the [D] party con '''Saturday 12.28.19'''>>7645614 —————————— Easy to understand? (Cap: >>7645635)>>7643985 rt >>7643939 ———–- DNC servers not hacked>>7643917 rt >>7643883 ———–- Future will prove past>>7643842 —————————— FISA is only the beginning (Cap: >>7643898, >>7643901 pdf)>>7643289 rt >>7643247 ———–- Geo location 2015-2017?>>7643247 —————————— The only way to restore faith is through transparency and accountability. (Cap: >>7643274, >>7643313, >>7643330)>>7643055 —————————— PANIC mode (Cap: >>7643092, >>7643173)>>7640038 —————————— AG Barr talks Durham & #FISA (Cap: >>7640060)>>7639247 rt >>7639202 ———–- Post drop? 5:5? '''Friday 12.27.19'''>>7638553 —————————— They are FIGHTING for their LIVES (Cap: >>7638592)>>7638205 rt >>7637777 ———–- God Wins>>7638149 rt >>7637926 ———–- Something BIG is coming.>>7634563 —————————— Do you believe in coincidences? (Cap: >>7634583)>>7634396 —————————— Follow the money. (Cap: >>7634421) '''Monday 12.23.19'''>>7600322 —————————— Americas News room is us. (Cap: >>7600335)>>7600194 rt >>7600180 ———–- Keep up the good fight, Anons>>7600081 —————————— Nunes says anon research has aided their investigation (Caps: >>7600111)>>7599466 —————————— Why are [D]s blocking the counting of 'illegal' immigrants? (Caps: Article >>7599591, >>7599508 )>>7599338 —————————— Who really controls the [D] Party? [GS] (Caps: YT Vid >>7599388)>>7599136 —————————— POWER & CONROL (Caps: Article >>7599208, >>7599265) ==Previous Recent Q Posts=='''Sunday 12.22.19'''>>7653372'''Thursday 12.19.19'''>>7635172 '''Wednesday 12.18.19'''>>7602453 '''Q's Private Board:''' >>>/projectdcomms/ '''Q's Trip-code:''' Q !!Hs1Jq13jV6 '''Onion Link''' (access through Tor): http:''//''jthnx5wyvjvzsxtu.onion/qresearch/catalog.html ==All Q's posts==Archived at qanon.app (qanon.pub), qmap.pub, qanon.news, qposts.online ==Dealing with Clowns & Shills==New?: Use logic and reason when evaluating posts, look beyond the content of the post(s) and evaluate intent.>>7529956, >>7530061 How To Quickly Spot A Clown!

==Welcome To Q Research General== ''We hold these truths to be self-evident: that all men are created equal; that they are endowed by their Creator with certain unalienable rights; that among these are life, liberty, and the pursuit of happiness.'' '''We are researchers who deal in open-source information, reasoned argument, and dank memes. We do battle in the sphere of ideas and ideas only. We neither need nor condone the use of force in our work here.''' ==VINCIT OMNIA VERITAS====SEMPER FIDELIS====WWG1WGA== ==Q Proofs & Welcome=='''Welcome to Q Research (README FIRST, THEN PROCEED TO LURK)''' https:''//''8kun.top/qresearch/welcome.html'''THE Q MOVEMENT IS ABOUT TRUMPING THE ESTABLISHMENT''' - '''Q: The Basics - An Introduction to Q and the Great Awakening'''PDF: https:''//''8kun.top/qresearch/res/3082784.html#3082809PICS: https:''//''8kun.top/qresearch/res/3082784.html#3082821PDF & PICS Archive: >>>/comms/3196'''The Best of the Best Q Proofs''' https:''//''8kun.top/qresearch/res/4004099.html'''100+ Q Proof Graphics''' qproofs.com ==Q's Latest Posts=='''Sunday 12.29.19'''>>7653342 rt >>7653316 ———–- [Pic_insert_retry] >>7653316 —————————— Welcome to the [D] party con '''Saturday 12.28.19'''>>7645614 —————————— Easy to understand? (Cap: >>7645635)>>7643985 rt >>7643939 ———–- DNC servers not hacked>>7643917 rt >>7643883 ———–- Future will prove past>>7643842 —————————— FISA is only the beginning (Cap: >>7643898, >>7643901 pdf)>>7643289 rt >>7643247 ———–- Geo location 2015-2017?>>7643247 —————————— The only way to restore faith is through transparency and accountability. (Cap: >>7643274, >>7643313, >>7643330)>>7643055 —————————— PANIC mode (Cap: >>7643092, >>7643173)>>7640038 —————————— AG Barr talks Durham & #FISA (Cap: >>7640060)>>7639247 rt >>7639202 ———–- Post drop? 5:5? '''Friday 12.27.19'''>>7638553 —————————— They are FIGHTING for their LIVES (Cap: >>7638592)>>7638205 rt >>7637777 ———–- God Wins>>7638149 rt >>7637926 ———–- Something BIG is coming.>>7634563 —————————— Do you believe in coincidences? (Cap: >>7634583)>>7634396 —————————— Follow the money. (Cap: >>7634421) '''Monday 12.23.19'''>>7600322 —————————— Americas News room is us. (Cap: >>7600335)>>7600194 rt >>7600180 ———–- Keep up the good fight, Anons>>7600081 —————————— Nunes says anon research has aided their investigation (Caps: >>7600111)>>7599466 —————————— Why are [D]s blocking the counting of 'illegal' immigrants? (Caps: Article >>7599591, >>7599508 )>>7599338 —————————— Who really controls the [D] Party? [GS] (Caps: YT Vid >>7599388)>>7599136 —————————— POWER & CONROL (Caps: Article >>7599208, >>7599265) ==Previous Recent Q Posts=='''Sunday 12.22.19'''>>7653372'''Thursday 12.19.19'''>>7635172 '''Wednesday 12.18.19'''>>7602453 '''Q's Private Board:''' >>>/projectdcomms/ '''Q's Trip-code:''' Q !!Hs1Jq13jV6 '''Onion Link''' (access through Tor): http:''//''jthnx5wyvjvzsxtu.onion/qresearch/catalog.html ==All Q's posts==Archived at qanon.app (qanon.pub), qmap.pub, qanon.news, qposts.online ==Dealing with Clowns & Shills==New?: Use logic and reason when evaluating posts, look beyond the content of the post(s) and evaluate intent.>>7529956, >>7530061 How To Quickly Spot A Clown!