DOI: 10.3389/fnagi.2021.642033

One-Liner

Proposed cross-linguistic markers shared for AD patients between English and French; evaluated features found with standard ML.

Novelty

Multi-lingual, cross-linguistic analysis.

Notable Methods

• Looked at common patters between the two languages
• Linguistic results scored by IUs on CTP task

Key Figs

Figure 1

This figure tells us the various approaches measured.

Table 2

Here’s a list of semantic features extracted

Table 3

Here’s a list of NLP features extracted. Bolded items represent P <0.001 correlation for AD/NonAD difference between English and French.

Gaussian Elimination Quiz

• Demonstrate that matrices’ multiplication are not commutative (error: didn’t consider \(m\times m\))
• Which \(2\times 2\) matrices under multiplication form a group? (error: closure need to proved on invertable matrices under multiplication, not just \(2\times 2\))
• Deriving Rotation matrices (error: clockwise vs counter-clockwise)

Linear Independence Quiz

• Connection between linear independence and systems equations (error: beated around the bush) — the matrix of an nxn system of equations has a solution if the matrix’s column vectors is linearly independent

Basis and Dimension Quiz

• put 0 into a basis AAAA not lin. indep; figure out what the basis for a polynomial with a certain root is: it is probably of dimension m (instead of m+1), because scalars doesn’t work in the case of p(3)=0; so basis is just the scalars
• missing some inequality about basis? — its just that lin.idp sets is shorter or equal to basis and spanning sets is longer or equal to basis

Final, part 1

• definition of vector space: scalar multiplication is not an operation
• straight forgot \(dim(U+V) = dim U + dim V - dim (U\cap V)\)
• plane containing \((1,0,2)\) and \((3,-1,1)\): math mistake
• proof: det A det B = det AB

Final, part 2

• Counterproof: If \(v_1 \dots v_4\) is a basis of \(V\), and \(U\) is a subspace of \(V\) with \(v_1, v_2 \in U\) and \(v_3, v_4\) not in \(U\), \(v_1, v_2\) is a basis of \(U\)
• Counterproof: if \(T \in \mathcal{L}(V,V)\) and \(T^{2}=0\), then \(T=0\)
• Counterproof: if \(s,t \in \mathcal{L}(V,V)\), and \(ST=0\), then \(null\ s\) is contained in \(range\ T\)

Product Spaces Quiz

• Prove that \(\mathcal{L}(V_1 \times V_2 \times \dots \times V_{m}, W)\) and \(\mathcal{L}(V_1, W) \times \dots \times \mathcal{L}(V_{m}, W)\) are isomorphic