cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/g4e-0yx-p0m
title: Psammolepis sp.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/q4z-648-1jl
title: Psammolepis sp.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6w3-352-8me
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ghy-fn1-srq
title: Uralosteus bashkiricus Mark-Kurik et Young, 2003

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rln-vyc-3yq
title: †Trilobita

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hl8-72r-1sf
title: Uralosteus bashkiricus Mark-Kurik et Young, 2003

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sgz-hwy-f7c
title: †Trilobita

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2l1-0ws-13y
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dn6-v8t-ht6
title: Uralosteus bashkiricus Mark-Kurik et Young, 2003

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/45a-0da-53m
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.28696837
title: Network-based Neighborhood Regression

description: Given the ubiquity of modularity in biological systems, module-level regulation analysis is vital for understanding biological systems across various levels and their dynamics. Current statistical analysis on biological modules predominantly focuses on either detecting the functional modules in biological networks or sub-group regression on the biological features without using the network data. This paper proposes a novel network-based neighborhood regression framework whose regression functions depend on both the <i>global</i> community-level information and <i>local</i> connectivity structures among entities. An efficient community-wise least square optimization approach is developed to uncover the strength of regulation among the network modules while enabling asymptotic inference. With random graph theory, we derive non-asymptotic estimation error bounds for the proposed estimator, achieving exact minimax optimality. Unlike the root-<i>n</i> consistency typical in canonical linear regression, our model exhibits linear consistency in the number of nodes <i>n</i>, highlighting the advantage of incorporating neighborhood information. The effectiveness of the proposed framework is further supported by extensive numerical experiments. Application to whole-exome sequencing and RNA-sequencing Autism datasets demonstrates the usage of the proposed method in identifying the association between the gene modules of genetic variations and the gene modules of genomic differential expressions.
DOI: 10.3535/5cn-syw-rjc
title: Sandstone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/v01-ncj-5vg
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/fm8-6mv-l58
title: limestone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/nrx-lyf-4m0
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vsm-4ge-9ap
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7d4-bl2-a01
title: †Grammysia Verneuil, 1847

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/awv-5te-qb8
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hv8-tyf-hyn
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0gc-8r6-rvj
title: Neoasaphus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gjd-9lt-t70
title: †Achatella (Vironiaspis) kuckersianus (Schmidt, 1881)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qb1-edr-y0r
title: †Asaphidae

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/z7e-372-t1l
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0rw-hxl-rwc
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/p8t-349-k29
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/d71-e4m-db2
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/3w5-cn5-24x
title: Asterolepis Razowski, 1964

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ma0-kmh-4qm
title: Asterolepis Razowski, 1964

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/pd5-ba5-apt
title: Siltstone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/08b-dh4-pm4
title: Quartz

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/3fp-nhb-ggl
title: Phosphorite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2ze-d7k-tcz
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mv1-evj-1l9
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/s49-0cl-bfn
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/f6n-2m7-d0p
title: Conglomerate

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/kd2-0vp-381
title: †Proetida

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/3cl-d8v-tgl
title: igneous rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/pe3-ctw-12x
title: Nieszkowskia

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/aaz-2f5-g3y
title: Siltstone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ewg-kg6-qwf
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ad8-zn2-yaq
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vad-4rp-hat
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rv0-d8g-stk
title: †Trilobita

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ya5-9ht-12e
title: †Trilobita

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/be3-wda-a86
title: Siltstone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/fbb-4x7-bl7
title: Platycladus Spach

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/pqt-bjw-lxv
title: †Trilobita

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/4z4-erx-vgs
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bw5-52g-ez7
title: Byssacanthus dilatatus (Eichwald, 1844)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/21e-t9c-04v
title: Byssacanthus dilatatus (Eichwald, 1844)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/y4q-64k-wrw
title: Siltstone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/n95-cxy-jqz
title: Calymenina

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tyz-kbn-99z
title: †Trilobita

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/07h-4ym-1ld
title: †Bumastus barriensis Volborth, 1864

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/n54-j9w-x52
title: †Trilobita

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0bq-n42-rtv
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/nyb-1st-kda
title: †Proetida

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/k0m-zp7-5pw
title: Calymenina

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/3dm-ge7-jxj
title: †Proetida

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lw8-z32-847
title: Dalmanites

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/j1c-n1k-z5h
title: †Proetida

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/je5-2aq-vbn
title: †Proetidae

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lk1-qyy-gbs
title: Calymenina

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lwe-0wm-zf0
title: Calymenina

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/17f-ea4-pge
title: Dalmanites

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ag1-jf3-evd
title: †Proetidae

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/657-nr5-yj2
title: igneous rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gk6-02z-kfh
title: igneous rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tyk-nmr-gvk
title: Tabulata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/g7h-g5g-lhs
title: Tabulata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tpt-vzz-mvz
title: Tabulata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/s12-srb-nzf
title: Tabulata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zen-jqx-2p1
title: †Proetida

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/3sz-14k-5gh
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gq3-hfm-6hp
title: †Proetidae

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/q1q-kx5-rh7
title: Tabulata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/el7-mhm-wtq
title: Coccosteus grossi Obrucheva, 1962

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/w27-3ay-30x
title: †Proetida

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/76v-853-g5s
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tqv-x0s-ncy
title: Siltstone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ccd-8q1-947
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/da7-s56-49s
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0h8-7f0-7r0
title: Platycladus Spach

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jch-f4e-ahv
title: Byssacanthus dilatatus (Eichwald, 1844)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8tz-pcg-bxb
title: Neoasaphus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sd2-zma-qne
title: †Cymbularia Koken, 1896

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/52t-993-2qn
title: Coccosteus grossi Obrucheva, 1962

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/v2y-m5q-219
title: Granite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/20t-wv3-daq
title: metamorphic rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/93w-6jq-2yf
title: Mesofavosites imbellis Klaamann, 1961

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/f43-95b-4cn
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/h07-f0n-55n
title: Schizosteus splendens (Eichwald, 1844)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/75j-kmz-0le
title: Oktavites falx (Suess, 1851)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jc2-6yv-jfm
title: Tabulata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ayz-nh8-376
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jfq-ehq-9qd
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mnn-2zd-faw
title: †Paraceraurus aculeatus (Eichwald, 1860)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/f7k-9pe-nct
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/yf2-bl1-nxd
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9pa-15z-l1m
title: Byssacanthus dilatatus (Eichwald, 1844)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/df9-4s9-7sz
title: Thelodus calvus Märss et Karatajute-Talimaa, 2002

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0xm-tev-etn
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/g28-8m4-1dv
title: Cybelella sp.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0ht-j2z-j6m
title: Livosteus grandis (Gross, 1933)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jj8-fa0-4ds
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9te-658-5ba
title: Schizosteus heterolepis (Preobrazhensky, 1911)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hbp-ysl-db8
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/531-tyh-6mx
title: Ozarkodina ex gr. oldhamensis (Rexroad, 1967)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/btx-g3k-83t
title: Psammolepis toriensis (Mark-Kurik, 1965)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2dr-5cb-e2g
title: Psammolepis toriensis

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qwn-09g-4je
title: Tabulata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ffd-2pk-2wn
title: Calymenina

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/wha-tcp-rda
title: Coccosteus markae Obrucheva, 1962

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/eyp-ec8-gql
title: Calymenina

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xds-d3s-vly
title: †Trilobita

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/55f-3nj-22e
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/kdt-dfe-9ey
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1np-4bp-757
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5lc-mgz-mnn
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/p2z-lgh-sc9
title: Favosites hisingeri Milne-Edwards et Haime, 1851

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qjw-8yh-97q
title: Favosites hisingeri Milne-Edwards et Haime, 1851

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7je-4p9-sp7
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/a6g-szj-c6p
title: Psammosteus sp.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bah-s85-2kf
title: Psammosteus bergi (Obruchev, 1943)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7t1-tm3-dw9
title: Shielia multispinata Märss et Karatajute-Talimaa, 2002

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/d13-83s-aw8
title: Tabulata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hk1-j3a-pdz
title: Neoasaphus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/y46-1d2-ry8
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/fa4-2mr-heh
title: Phacopina

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tpw-0mx-8j8
title: Neoasaphus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/f3t-bq1-mzq
title: Schizosteus striatus (Gross, 1933)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1xh-bgj-dy3
title: Calymenina

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6lm-55j-032
title: Neoasaphus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qwl-mvp-f5v
title: Clay

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/e95-qzc-fam
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/wzh-781-3df
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6d7-0wl-tc2
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qp2-xj7-xwr
title: Sandstone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1ep-6t3-lj6
title: Siltstone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tfp-pj3-pqp
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8l3-nv7-dml
title: Siltstone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9v8-030-n81
title: Campograptus harpago (Törnquist, 1899)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0df-wm5-mzz
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/p3b-rxk-ang
title: Bivalvia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sh1-ft0-q1l
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/k7q-5qt-r53
title: Neoasaphus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/y35-qm5-0fl
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/93m-tyg-a5v
title: Clay

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.