Machine learning (ML) is increasingly recognized as a useful tool in healthcare applications, including epilepsy. One of the most important applications of ML in epilepsy is seizure detection and prediction, using wearable devices (WDs). However, not all currently available algorithms implemented in WDs are using ML. In this review, we summarize the state of the art of using WDs and ML in epilepsy, and we outline future development in these domains. There is published evidence for reliable detection of epileptic seizures using implanted electroencephalography (EEG) electrodes and wearable, non-EEG devices. Application of ML using the data recorded with WDs from a large number of patients could change radically the way we diagnose and manage patients with epilepsy.
机构:
Beth Israel Deaconess Med Ctr, Dept Neurol, 330 Brookline Ave,Baker 5, Boston, MA 02215 USABeth Israel Deaconess Med Ctr, Dept Neurol, 330 Brookline Ave,Baker 5, Boston, MA 02215 USA
Abbasi, Bardia
;
Goldenholz, Daniel M.
论文数: 0引用数: 0
h-index: 0
机构:
Beth Israel Deaconess Med Ctr, Dept Neurol, 330 Brookline Ave,Baker 5, Boston, MA 02215 USABeth Israel Deaconess Med Ctr, Dept Neurol, 330 Brookline Ave,Baker 5, Boston, MA 02215 USA
机构:
Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Univ Penn, Ctr Neuroengn & Therapeut, Philadelphia, PA 19104 USAUniv Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Baldassano, Steven N.
;
Brinkmann, Benjamin H.
论文数: 0引用数: 0
h-index: 0
机构:
Mayo Clin, Dept Neurol, Mayo Syst Electrophysiol Lab, Rochester, MN 55905 USA
Mayo Clin, Dept Biomed Engn, Rochester, MN 55905 USA
Mayo Clin & Mayo Fdn, Dept Neurol, 200 1st St SW, Rochester, MN 55905 USAUniv Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Brinkmann, Benjamin H.
;
Ung, Hoameng
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Univ Penn, Ctr Neuroengn & Therapeut, Philadelphia, PA 19104 USAUniv Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Ung, Hoameng
;
Blevins, Tyler
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Univ Penn, Ctr Neuroengn & Therapeut, Philadelphia, PA 19104 USAUniv Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Blevins, Tyler
;
Conrad, Erin C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Neurol, Philadelphia, PA 19104 USAUniv Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Conrad, Erin C.
;
Leyde, Kent
论文数: 0引用数: 0
h-index: 0
机构:
NeuroVista, Seattle, WA USAUniv Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Leyde, Kent
;
论文数: 引用数:
h-index:
机构:
Cook, Mark J.
;
Khambhati, Ankit N.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Univ Penn, Ctr Neuroengn & Therapeut, Philadelphia, PA 19104 USAUniv Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Khambhati, Ankit N.
;
Wagenaar, Joost B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Ctr Neuroengn & Therapeut, Philadelphia, PA 19104 USA
Univ Penn, Dept Neurol, Philadelphia, PA 19104 USAUniv Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Wagenaar, Joost B.
;
Worrell, Gregory A.
论文数: 0引用数: 0
h-index: 0
机构:
Mayo Clin, Dept Neurol, Mayo Syst Electrophysiol Lab, Rochester, MN 55905 USA
Mayo Clin, Dept Biomed Engn, Rochester, MN 55905 USA
Mayo Clin & Mayo Fdn, Dept Neurol, 200 1st St SW, Rochester, MN 55905 USAUniv Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Worrell, Gregory A.
;
Litt, Brian
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Univ Penn, Ctr Neuroengn & Therapeut, Philadelphia, PA 19104 USA
Univ Penn, Dept Neurol, Philadelphia, PA 19104 USAUniv Penn, Dept Bioengn, Philadelphia, PA 19104 USA
机构:
Univ Calif San Francisco, Dept Neurol, San Francisco, CA USA
Univ Calif San Francisco, Weill Inst Neurosci, San Francisco, CA 94143 USAUniv Bern, Bern Univ Hosp, Inselspital, Sleep Wake Epilepsy Ctr, Bern, Switzerland
机构:
Univ Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
Univ Calif San Francisco, Weill Inst Neurosci, San Francisco, CA 94143 USA
Univ Hosp Geneva, Dept Neurol, Rue Gabrielle Perret Gentil 4, CH-1205 Geneva, Switzerland
Wyss Ctr Bio & Neuroengn, CH-1202 Geneva, Switzerland
Univ Bern, Dept Neurol, Sleep Wake Epilepsy Ctr, Inselspital, CH-3010 Bern, SwitzerlandUniv Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
Baud, Maxime O.
;
Kleen, Jonathan K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
Univ Calif San Francisco, Weill Inst Neurosci, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
Kleen, Jonathan K.
;
Mirro, Emily A.
论文数: 0引用数: 0
h-index: 0
机构:
NeuroPace Inc, 455N Bernardo Ave, Mountain View, CA 94043 USAUniv Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
Mirro, Emily A.
;
Andrechak, Jason C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Delaware, Dept Chem & Biomol Engn, Newark, DE 19716 USAUniv Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
Andrechak, Jason C.
;
King-Stephens, David
论文数: 0引用数: 0
h-index: 0
机构:
Calif Pacific Med Ctr, Dept Neurol, San Francisco, CA 94115 USAUniv Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
King-Stephens, David
;
Chang, Edward F.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Weill Inst Neurosci, San Francisco, CA 94143 USA
Univ Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
Chang, Edward F.
;
Rao, Vikram R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
Univ Calif San Francisco, Weill Inst Neurosci, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
机构:
Beth Israel Deaconess Med Ctr, Dept Neurol, 330 Brookline Ave,Baker 5, Boston, MA 02215 USABeth Israel Deaconess Med Ctr, Dept Neurol, 330 Brookline Ave,Baker 5, Boston, MA 02215 USA
Abbasi, Bardia
;
Goldenholz, Daniel M.
论文数: 0引用数: 0
h-index: 0
机构:
Beth Israel Deaconess Med Ctr, Dept Neurol, 330 Brookline Ave,Baker 5, Boston, MA 02215 USABeth Israel Deaconess Med Ctr, Dept Neurol, 330 Brookline Ave,Baker 5, Boston, MA 02215 USA
机构:
Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Univ Penn, Ctr Neuroengn & Therapeut, Philadelphia, PA 19104 USAUniv Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Baldassano, Steven N.
;
Brinkmann, Benjamin H.
论文数: 0引用数: 0
h-index: 0
机构:
Mayo Clin, Dept Neurol, Mayo Syst Electrophysiol Lab, Rochester, MN 55905 USA
Mayo Clin, Dept Biomed Engn, Rochester, MN 55905 USA
Mayo Clin & Mayo Fdn, Dept Neurol, 200 1st St SW, Rochester, MN 55905 USAUniv Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Brinkmann, Benjamin H.
;
Ung, Hoameng
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Univ Penn, Ctr Neuroengn & Therapeut, Philadelphia, PA 19104 USAUniv Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Ung, Hoameng
;
Blevins, Tyler
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Univ Penn, Ctr Neuroengn & Therapeut, Philadelphia, PA 19104 USAUniv Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Blevins, Tyler
;
Conrad, Erin C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Neurol, Philadelphia, PA 19104 USAUniv Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Conrad, Erin C.
;
Leyde, Kent
论文数: 0引用数: 0
h-index: 0
机构:
NeuroVista, Seattle, WA USAUniv Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Leyde, Kent
;
论文数: 引用数:
h-index:
机构:
Cook, Mark J.
;
Khambhati, Ankit N.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Univ Penn, Ctr Neuroengn & Therapeut, Philadelphia, PA 19104 USAUniv Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Khambhati, Ankit N.
;
Wagenaar, Joost B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Ctr Neuroengn & Therapeut, Philadelphia, PA 19104 USA
Univ Penn, Dept Neurol, Philadelphia, PA 19104 USAUniv Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Wagenaar, Joost B.
;
Worrell, Gregory A.
论文数: 0引用数: 0
h-index: 0
机构:
Mayo Clin, Dept Neurol, Mayo Syst Electrophysiol Lab, Rochester, MN 55905 USA
Mayo Clin, Dept Biomed Engn, Rochester, MN 55905 USA
Mayo Clin & Mayo Fdn, Dept Neurol, 200 1st St SW, Rochester, MN 55905 USAUniv Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Worrell, Gregory A.
;
Litt, Brian
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Univ Penn, Ctr Neuroengn & Therapeut, Philadelphia, PA 19104 USA
Univ Penn, Dept Neurol, Philadelphia, PA 19104 USAUniv Penn, Dept Bioengn, Philadelphia, PA 19104 USA
机构:
Univ Calif San Francisco, Dept Neurol, San Francisco, CA USA
Univ Calif San Francisco, Weill Inst Neurosci, San Francisco, CA 94143 USAUniv Bern, Bern Univ Hosp, Inselspital, Sleep Wake Epilepsy Ctr, Bern, Switzerland
机构:
Univ Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
Univ Calif San Francisco, Weill Inst Neurosci, San Francisco, CA 94143 USA
Univ Hosp Geneva, Dept Neurol, Rue Gabrielle Perret Gentil 4, CH-1205 Geneva, Switzerland
Wyss Ctr Bio & Neuroengn, CH-1202 Geneva, Switzerland
Univ Bern, Dept Neurol, Sleep Wake Epilepsy Ctr, Inselspital, CH-3010 Bern, SwitzerlandUniv Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
Baud, Maxime O.
;
Kleen, Jonathan K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
Univ Calif San Francisco, Weill Inst Neurosci, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
Kleen, Jonathan K.
;
Mirro, Emily A.
论文数: 0引用数: 0
h-index: 0
机构:
NeuroPace Inc, 455N Bernardo Ave, Mountain View, CA 94043 USAUniv Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
Mirro, Emily A.
;
Andrechak, Jason C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Delaware, Dept Chem & Biomol Engn, Newark, DE 19716 USAUniv Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
Andrechak, Jason C.
;
King-Stephens, David
论文数: 0引用数: 0
h-index: 0
机构:
Calif Pacific Med Ctr, Dept Neurol, San Francisco, CA 94115 USAUniv Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
King-Stephens, David
;
Chang, Edward F.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Weill Inst Neurosci, San Francisco, CA 94143 USA
Univ Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
Chang, Edward F.
;
Rao, Vikram R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
Univ Calif San Francisco, Weill Inst Neurosci, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA